diff --git a/results/exreport_accuracy.csv b/results/exreport_accuracy.csv index 88d3530..80292f2 100644 --- a/results/exreport_accuracy.csv +++ b/results/exreport_accuracy.csv @@ -58,8 +58,8 @@ STree, cardiotocography-10clases, 0.8094129798398231, 0.023346080031830214 STree, cardiotocography-3clases, 0.904047500690417, 0.015332156149647586 STree, conn-bench-sonar-mines-rocks, 0.8320905923344947, 0.06095204566527709 STree, cylinder-bands, 0.7476127926898914, 0.04110007272505122 -STree, dermatology, 0.9718326545723807, 0.020688266783058316 -STree, echocardiogram, 0.848974358974359, 0.06695913759706462 +STree, dermatology, 0.9729211403184006, 0.019813499795909784 +STree, echocardiogram, 0.855156695156695, 0.06266151037590971 STree, fertility, 0.88, 0.0547722557505166 STree, haberman-survival, 0.735637228979376, 0.04346136548997221 STree, heart-hungarian, 0.8275219170075979, 0.05052827428335672 @@ -77,12 +77,12 @@ STree, musk-1, 0.9163881578947368, 0.027520787090975468 STree, oocytes_merluccius_nucleus_4d, 0.8351252989000477, 0.02209607725442717 STree, oocytes_merluccius_states_2f, 0.9179062649450025, 0.016316580296653664 STree, oocytes_trisopterus_nucleus_2f, 0.8009860085269921, 0.0218449453461112 -STree, oocytes_trisopterus_states_5b, 0.9222488440521228, 0.017920300227679892 +STree, oocytes_trisopterus_states_5b, 0.9224704257491143, 0.01772207930954525 STree, parkinsons, 0.882051282051282, 0.04783271309276316 STree, pima, 0.7692530345471521, 0.02618732989053553 STree, pittsburg-bridges-MATERIAL, 0.8677489177489177, 0.07122264688853039 -STree, pittsburg-bridges-REL-L, 0.6645714285714286, 0.10801301676827298 -STree, pittsburg-bridges-SPAN, 0.659766081871345, 0.11650021102545294 +STree, pittsburg-bridges-REL-L, 0.6672857142857144, 0.09562399199889633 +STree, pittsburg-bridges-SPAN, 0.6794736842105265, 0.10621707149419587 STree, pittsburg-bridges-T-OR-D, 0.8628095238095238, 0.0747571882042698 STree, planning, 0.7352702702702704, 0.06697755238925641 STree, post-operative, 0.711111111111111, 0.07535922203472521 @@ -105,23 +105,23 @@ ODTE, breast-cancer-wisc, 0.9692415210688591, 0.012072349303984906 ODTE, breast-cancer, 0.7359649122807018, 0.043381723438568644 ODTE, cardiotocography-10clases, 0.8377754211543773, 0.020035258312140675 ODTE, cardiotocography-3clases, 0.9158537420602043, 0.013571959275117652 -ODTE, conn-bench-sonar-mines-rocks, 0.7854239256678279, 0.07210263797211701 +ODTE, conn-bench-sonar-mines-rocks, 0.8123693379790938, 0.06633371697780069 ODTE, cylinder-bands, 0.7460803350466401, 0.04260435987279008 -ODTE, dermatology, 0.9680081451314329, 0.023334849960359193 -ODTE, echocardiogram, 0.8238746438746438, 0.06589070412230422 +ODTE, dermatology, 0.9805997778600516, 0.012861009889409938 +ODTE, echocardiogram, 0.8506267806267804, 0.0668016810446026 ODTE, fertility, 0.88, 0.0547722557505166 ODTE, haberman-survival, 0.7353569539925967, 0.048347683288816515 ODTE, heart-hungarian, 0.8214085330216249, 0.049935356113179924 ODTE, hepatitis, 0.8283870967741934, 0.0804358574219804 ODTE, ilpd-indian-liver, 0.7157987032124963, 0.04136086940136927 -ODTE, ionosphere, 0.9059718309859154, 0.03471067999538322 +ODTE, ionosphere, 0.9236418511066397, 0.030902950153905408 ODTE, iris, 0.964, 0.03255081497528987 ODTE, led-display, 0.7137000000000002, 0.025880687780659915 ODTE, libras, 0.8625, 0.047079031268550814 ODTE, low-res-spect, 0.9093969317580672, 0.035428439542986974 ODTE, lymphography, 0.832344827586207, 0.06549748038347303 ODTE, mammographic, 0.8288347366148531, 0.022955531218077037 -ODTE, molec-biol-promoter, 0.7904329004329003, 0.0963032622623464 +ODTE, molec-biol-promoter, 0.8264069264069264, 0.0853450879490483 ODTE, musk-1, 0.8548026315789474, 0.033674907626638946 ODTE, oocytes_merluccius_nucleus_4d, 0.8087986609277857, 0.02324664503616214 ODTE, oocytes_merluccius_states_2f, 0.9230946915351506, 0.015908353110954166 @@ -129,13 +129,13 @@ ODTE, oocytes_trisopterus_nucleus_2f, 0.8073500270221581, 0.022955567972911185 ODTE, oocytes_trisopterus_states_5b, 0.9267387257551191, 0.01807476944375977 ODTE, parkinsons, 0.9066666666666667, 0.04522134909753559 ODTE, pima, 0.7728910958322721, 0.02900120258111359 -ODTE, pittsburg-bridges-MATERIAL, 0.8277922077922077, 0.07594184145809477 -ODTE, pittsburg-bridges-REL-L, 0.6884761904761906, 0.09103880212339951 +ODTE, pittsburg-bridges-MATERIAL, 0.8468831168831169, 0.08338454602215076 +ODTE, pittsburg-bridges-REL-L, 0.6885238095238095, 0.09206461548301977 ODTE, pittsburg-bridges-SPAN, 0.6746783625730994, 0.10284887278436884 ODTE, pittsburg-bridges-T-OR-D, 0.8664761904761904, 0.07649172587269897 ODTE, planning, 0.714924924924925, 0.07235508746526072 ODTE, post-operative, 0.711111111111111, 0.07535922203472521 -ODTE, seeds, 0.9376190476190476, 0.04009342830436526 +ODTE, seeds, 0.9390476190476191, 0.03814282741809672 ODTE, statlog-australian-credit, 0.6782608695652174, 0.03904983647915211 ODTE, statlog-german-credit, 0.7576, 0.029227384419410526 ODTE, statlog-heart, 0.8362962962962963, 0.043879120650725585 @@ -293,3 +293,52 @@ Cart, tic-tac-toe, 0.9522851221640489, 0.018529859619663462 Cart, vertebral-column-2clases, 0.7996774193548387, 0.04231712199258938 Cart, wine, 0.9015873015873015, 0.0526003102936011 Cart, zoo, 0.9555714285714286, 0.044427856881917915 +TBRaF, balance-scale, 0.8953454189122978, 0.022741676582529735 +TBRaF, balloons, 0.6375, 0.23612831034708318 +TBRaF, breast-cancer-wisc-diag, 0.9722372697724811, 0.013193347862443736 +TBRaF, breast-cancer-wisc-prog, 0.801140456182473, 0.05994146019366561 +TBRaF, breast-cancer-wisc, 0.9659555815312683, 0.005950091126381175 +TBRaF, breast-cancer, 0.7286899479066178, 0.03984981626400103 +TBRaF, cardiotocography-10clases, 0.8202193814636972, 0.01739911747255466 +TBRaF, cardiotocography-3clases, 0.9169284828441506, 0.013566160126554549 +TBRaF, conn-bench-sonar-mines-rocks, 0.7951923076923076, 0.07468270889009636 +TBRaF, cylinder-bands, 0.741796875, 0.035978148493171665 +TBRaF, dermatology, 0.9743294340068533, 0.015132717360147771 +TBRaF, echocardiogram, 0.8470982142857144, 0.04121407375891862 +TBRaF, fertility, 0.8800000000000002, 0.051910854761844004 +TBRaF, haberman-survival, 0.7405026990553306, 0.04442778063213871 +TBRaF, heart-hungarian, 0.8126301369863015, 0.057533110542947526 +TBRaF, hepatitis, 0.8308087291399229, 0.030786481618938533 +TBRaF, ilpd-indian-liver, 0.7098485554520038, 0.031224720356411013 +TBRaF, ionosphere, 0.9350574712643678, 0.03531528446913812 +TBRaF, iris, 0.9625086625086627, 0.02370416415994463 +TBRaF, led-display, 0.7094000000000001, 0.027106806292302686 +TBRaF, libras, 0.8383333333333335, 0.03352285304703726 +TBRaF, low-res-spect, 0.8998569023569024, 0.022206124787346834 +TBRaF, lymphography, 0.831081081081081, 0.04545804034502076 +TBRaF, mammographic, 0.8293430152143845, 0.022325145379837995 +TBRaF, molec-biol-promoter, 0.794368131868132, 0.042506789311613606 +TBRaF, musk-1, 0.8705882352941179, 0.018770697324449064 +TBRaF, oocytes_merluccius_nucleus_4d, 0.8361738002594036, 0.023646960865420237 +TBRaF, oocytes_merluccius_states_2f, 0.9211375600823988, 0.013621133831921262 +TBRaF, oocytes_trisopterus_nucleus_2f, 0.8346491228070174, 0.019722730155514016 +TBRaF, oocytes_trisopterus_states_5b, 0.9267543859649121, 0.016105637325993502 +TBRaF, parkinsons, 0.9065563725490199, 0.036550967533778844 +TBRaF, pima, 0.7598958333333333, 0.02539774065272653 +TBRaF, pittsburg-bridges-MATERIAL, 0.8623626373626376, 0.0348290886939921 +TBRaF, pittsburg-bridges-REL-L, 0.6769999999999998, 0.07276627091310475 +TBRaF, pittsburg-bridges-SPAN, 0.6695652173913043, 0.09076335312240773 +TBRaF, pittsburg-bridges-T-OR-D, 0.8637777777777778, 0.06843987900691363 +TBRaF, planning, 0.7153900709219856, 0.05557611621471211 +TBRaF, post-operative, 0.707007575757576, 0.10139602230667759 +TBRaF, seeds, 0.9382834757834757, 0.02898456949329258 +TBRaF, statlog-australian-credit, 0.6782812082330928, 0.03941790588788404 +TBRaF, statlog-german-credit, 0.7564000000000001, 0.023820380482179344 +TBRaF, statlog-heart, 0.8361345446679644, 0.04254934551175193 +TBRaF, statlog-image, 0.9674410251344728, 0.006959752116959574 +TBRaF, statlog-vehicle, 0.775183009589925, 0.018288978222964162 +TBRaF, synthetic-control, 0.9883333333333335, 0.007761051354594609 +TBRaF, tic-tac-toe, 0.9768216462091356, 0.010279827512750403 +TBRaF, vertebral-column-2clases, 0.8508877198750617, 0.031040561304764965 +TBRaF, wine, 0.9764822134387352, 0.022205967648691833 +TBRaF, zoo, 0.9305384615384614, 0.04073835818326603 diff --git a/results/exreport_accuracy.txt b/results/exreport_accuracy.txt index 5834246..0e59bb8 100644 --- a/results/exreport_accuracy.txt +++ b/results/exreport_accuracy.txt @@ -1,25 +1,27 @@ --------------------------------------------------------------------- -Friedman test, objetive maximize output variable accuracy. Obtained p-value: 2.7347e-36 -Chi squared with 5 degrees of freedom statistic: 176.6822 -Test rejected: p-value: 2.7347e-36 < 0.0500 +Friedman test, objetive maximize output variable accuracy. Obtained p-value: 1.0145e-40 +Chi squared with 6 degrees of freedom statistic: 201.2777 +Test rejected: p-value: 1.0145e-40 < 0.0500 --------------------------------------------------------------------- Control post hoc test for output accuracy Adjust method: Holm -Control method: SVC +Control method: ODTE p-values: - ODTE 1.0000 STree 1.0000 + SVC 1.0000 + TBRaF 0.3857 Wodt 0.0000 Cart 0.0000 ExtraTree 0.0000 --------------------------------------------------------------------- $testMultiple classifier pvalue rank win tie loss -SVC SVC NA 2.030612 NA NA NA -ODTE ODTE 1.000000e+00 2.071429 24 2 23 -STree STree 1.000000e+00 2.183673 22 11 16 -Wodt Wodt 2.662615e-09 4.346939 47 0 2 -Cart Cart 1.019512e-12 4.795918 46 0 3 -ExtraTree ExtraTree 3.691815e-20 5.571429 49 0 0 +ODTE ODTE NA 2.336735 NA NA NA +SVC SVC 1.000000e+00 2.500000 25 2 22 +STree STree 1.000000e+00 2.591837 22 3 24 +TBRaF TBRaF 3.857352e-01 3.000000 33 0 16 +Wodt Wodt 5.636640e-11 5.285714 49 0 0 +Cart Cart 3.466343e-14 5.734694 48 0 1 +ExtraTree ExtraTree 2.777840e-21 6.551020 49 0 0 diff --git a/results/exreport_err_accuracy.txt b/results/exreport_err_accuracy.txt index 8ee4ae4..e69de29 100644 --- a/results/exreport_err_accuracy.txt +++ b/results/exreport_err_accuracy.txt @@ -1,17 +0,0 @@ -Warning messages: -1: In grSoftVersion() : - unable to load shared object '/Library/Frameworks/R.framework/Resources/modules//R_X11.so': - dlopen(/Library/Frameworks/R.framework/Resources/modules//R_X11.so, 0x0006): Library not loaded: /opt/X11/lib/libSM.6.dylib - Referenced from: /Library/Frameworks/R.framework/Versions/4.0/Resources/modules/R_X11.so - Reason: tried: '/opt/X11/lib/libSM.6.dylib' (no such file), '/Library/Frameworks/R.framework/Resources/lib/libSM.6.dylib' (no such file), '/Library/Java/JavaVirtualMachines/jdk1.8.0_241.jdk/Contents/Home/jre/lib/server/libSM.6.dylib' (no such file) -2: In cairoVersion() : - unable to load shared object '/Library/Frameworks/R.framework/Resources/library/grDevices/libs//cairo.so': - dlopen(/Library/Frameworks/R.framework/Resources/library/grDevices/libs//cairo.so, 0x0006): Library not loaded: /opt/X11/lib/libXrender.1.dylib - Referenced from: /Library/Frameworks/R.framework/Versions/4.0/Resources/library/grDevices/libs/cairo.so - Reason: tried: '/opt/X11/lib/libXrender.1.dylib' (no such file), '/Library/Frameworks/R.framework/Resources/lib/libXrender.1.dylib' (no such file), '/Library/Java/JavaVirtualMachines/jdk1.8.0_241.jdk/Contents/Home/jre/lib/server/libXrender.1.dylib' (no such file) -3: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : - failed to load cairo DLL -4: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : - failed to load cairo DLL -5: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : - failed to load cairo DLL diff --git a/results/results_accuracy_ODTE_macbook-pro_2021-11-10_12:43:07_0.json b/results/results_accuracy_ODTE_macbook-pro_2021-11-10_12:43:07_0.json new file mode 100644 index 0000000..1296a0d --- /dev/null +++ b/results/results_accuracy_ODTE_macbook-pro_2021-11-10_12:43:07_0.json @@ -0,0 +1,859 @@ +{ + "score_name": "accuracy", + "model": "ODTE", + "stratified": false, + "folds": 5, + "date": "2021-11-10", + "time": "12:43:07", + "duration": 458.9705820083618, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 16.92, + "leaves": 8.96, + "depth": 6.0, + "score": 0.9044800000000001, + "score_std": 0.026504520369174778, + "time": 0.12456632614135742, + "time_std": 0.29874860657115293 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 3.6, + "leaves": 2.3, + "depth": 2.28, + "score": 0.6883333333333332, + "score_std": 0.2526580913232567, + "time": 0.014460406303405761, + "time_std": 0.005362992475899013 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 5.6, + "leaves": 3.3, + "depth": 2.92, + "score": 0.9623893805309734, + "score_std": 0.022281611782755523, + "time": 0.03494454383850098, + "time_std": 0.02030641722752204 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 10.2, + "leaves": 5.6, + "depth": 4.16, + "score": 0.7147435897435896, + "score_std": 0.07419333895327909, + "time": 0.04614598751068115, + "time_std": 0.022390177418210727 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 6.48, + "leaves": 3.74, + "depth": 3.38, + "score": 0.9586505652620761, + "score_std": 0.017852062125187012, + "time": 0.039964723587036136, + "time_std": 0.024165033100982843 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 10.64, + "leaves": 5.82, + "depth": 4.34, + "score": 0.713611615245009, + "score_std": 0.0543424428175737, + "time": 0.04710282802581787, + "time_std": 0.024417238647834304 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 114.24, + "leaves": 57.62, + "depth": 11.44, + "score": 0.7865960784313725, + "score_std": 0.02545642616821847, + "time": 1.352303647994995, + "time_std": 0.41880750589389953 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 26.04, + "leaves": 13.52, + "depth": 6.4, + "score": 0.8933675780171224, + "score_std": 0.016805178269634357, + "time": 0.6158089351654052, + "time_std": 0.15246442436806273 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 4.56, + "leaves": 2.78, + "depth": 2.58, + "score": 0.741951219512195, + "score_std": 0.07053660234798434, + "time": 0.030836329460144044, + "time_std": 0.012627671645623572 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 21.56, + "leaves": 11.28, + "depth": 5.98, + "score": 0.688684561203122, + "score_std": 0.046172626890534224, + "time": 0.36021942138671875, + "time_std": 0.19191185798672705 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 18.32, + "leaves": 9.66, + "depth": 6.1, + "score": 0.9543428359866717, + "score_std": 0.02690892221118856, + "time": 0.06193879127502441, + "time_std": 0.03171255332103866 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 8.12, + "leaves": 4.56, + "depth": 3.68, + "score": 0.774928774928775, + "score_std": 0.08266086084380563, + "time": 0.02890456676483154, + "time_std": 0.009945873724853258 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 6.24, + "leaves": 3.62, + "depth": 3.04, + "score": 0.7879999999999999, + "score_std": 0.08634813257969162, + "time": 0.02404716968536377, + "time_std": 0.013733766301857072 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 4.56, + "leaves": 2.78, + "depth": 2.38, + "score": 0.7353569539925967, + "score_std": 0.048347683288816515, + "time": 0.02875265121459961, + "time_std": 0.013279350381147862 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 12.16, + "leaves": 6.58, + "depth": 4.44, + "score": 0.7778550555230859, + "score_std": 0.05138389349006378, + "time": 0.05102182388305664, + "time_std": 0.02126751557689424 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 7.92, + "leaves": 4.46, + "depth": 3.54, + "score": 0.7761290322580646, + "score_std": 0.08221947228795046, + "time": 0.027841358184814452, + "time_std": 0.02307765075780375 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 5.12, + "leaves": 3.06, + "depth": 2.78, + "score": 0.6996448570586502, + "score_std": 0.04264445384498375, + "time": 0.06987205505371094, + "time_std": 0.034264260080496434 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 6.04, + "leaves": 3.52, + "depth": 3.16, + "score": 0.8749537223340041, + "score_std": 0.04418260448155915, + "time": 0.03795414924621582, + "time_std": 0.019335712755185096 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 5.04, + "leaves": 3.02, + "depth": 3.0, + "score": 0.9620000000000001, + "score_std": 0.034647430560496746, + "time": 0.021455440521240234, + "time_std": 0.009078018801534454 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 44.72, + "leaves": 22.86, + "depth": 7.52, + "score": 0.6851999999999999, + "score_std": 0.03151126782596979, + "time": 0.35332884788513186, + "time_std": 0.11342524176724934 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 84.0, + "leaves": 42.5, + "depth": 10.06, + "score": 0.6872222222222222, + "score_std": 0.049005542644445274, + "time": 0.3476355457305908, + "time_std": 0.1070935641536534 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 29.6, + "leaves": 15.3, + "depth": 7.08, + "score": 0.874376653147593, + "score_std": 0.03162320722969794, + "time": 0.11109854221343994, + "time_std": 0.03586255646155907 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 11.96, + "leaves": 6.48, + "depth": 4.56, + "score": 0.7802528735632184, + "score_std": 0.08294541180604864, + "time": 0.03422561168670654, + "time_std": 0.016428093367216942 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 4.72, + "leaves": 2.86, + "depth": 2.76, + "score": 0.8148904360967185, + "score_std": 0.02346733195257961, + "time": 0.08704342365264893, + "time_std": 0.04484980439504148 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7508225108225106, + "score_std": 0.07675977782708526, + "time": 0.016234216690063478, + "time_std": 0.008096638959088989 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 5.76, + "leaves": 3.38, + "depth": 2.9, + "score": 0.8004013157894737, + "score_std": 0.05033880101720846, + "time": 0.09607619285583496, + "time_std": 0.03523430832131898 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 8.0, + "leaves": 4.5, + "depth": 3.92, + "score": 0.7948024868483979, + "score_std": 0.02703765695628834, + "time": 0.5234991979598999, + "time_std": 0.14659101573518654 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 12.56, + "leaves": 6.78, + "depth": 4.76, + "score": 0.9072386417981826, + "score_std": 0.019749234787374125, + "time": 0.15220138549804688, + "time_std": 0.051499512940084875 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 9.64, + "leaves": 5.32, + "depth": 4.26, + "score": 0.7784002882363538, + "score_std": 0.0267152314981522, + "time": 0.440875358581543, + "time_std": 0.19244201197860497 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 10.12, + "leaves": 5.56, + "depth": 4.36, + "score": 0.9138023179006786, + "score_std": 0.020062941204731587, + "time": 0.21762485980987548, + "time_std": 0.10603001888442949 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 9.52, + "leaves": 5.26, + "depth": 4.0, + "score": 0.8430769230769231, + "score_std": 0.05770996880670852, + "time": 0.05511178970336914, + "time_std": 0.034337337647688704 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 5.08, + "leaves": 3.04, + "depth": 2.86, + "score": 0.7534963076139547, + "score_std": 0.029374922054090143, + "time": 0.10528264045715333, + "time_std": 0.04829427806440967 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 8.68, + "leaves": 4.84, + "depth": 3.7, + "score": 0.792207792207792, + "score_std": 0.07671381656027432, + "time": 0.032639050483703615, + "time_std": 0.019981186849310554 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 13.6, + "leaves": 7.3, + "depth": 4.74, + "score": 0.6076190476190476, + "score_std": 0.09632004474878614, + "time": 0.041044392585754395, + "time_std": 0.016448730481798773 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 11.08, + "leaves": 6.04, + "depth": 4.38, + "score": 0.6225146198830409, + "score_std": 0.11288708395810755, + "time": 0.04609965324401855, + "time_std": 0.034054719132800636 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 4.32, + "leaves": 2.66, + "depth": 2.58, + "score": 0.848857142857143, + "score_std": 0.0718893707904935, + "time": 0.039560980796813965, + "time_std": 0.03620786939600491 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 6.28, + "leaves": 3.64, + "depth": 3.22, + "score": 0.6739039039039038, + "score_std": 0.08000858357399905, + "time": 0.2216038227081299, + "time_std": 0.1783775519150248 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 6.12, + "leaves": 3.56, + "depth": 3.0, + "score": 0.6377777777777778, + "score_std": 0.11234866364235145, + "time": 0.03249005794525146, + "time_std": 0.020464108449131272 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 7.0, + "leaves": 4.0, + "depth": 3.5, + "score": 0.9261904761904763, + "score_std": 0.03846546290810359, + "time": 0.05517583847045898, + "time_std": 0.03564183536585751 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 5.52, + "leaves": 3.26, + "depth": 2.5, + "score": 0.6634782608695652, + "score_std": 0.04055796518838984, + "time": 0.12395232200622558, + "time_std": 0.10310047229195708 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 15.36, + "leaves": 8.18, + "depth": 5.8, + "score": 0.7336, + "score_std": 0.028461201661208906, + "time": 0.5836608743667603, + "time_std": 0.30660045043274714 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 14.96, + "leaves": 7.98, + "depth": 5.0, + "score": 0.7733333333333334, + "score_std": 0.05450362115302859, + "time": 0.11616928100585938, + "time_std": 0.0842754149017743 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 33.2, + "leaves": 17.1, + "depth": 8.18, + "score": 0.9470129870129871, + "score_std": 0.010658849105809443, + "time": 0.6026260614395141, + "time_std": 0.3045209518938267 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 23.2, + "leaves": 12.1, + "depth": 6.1, + "score": 0.7361830838844413, + "score_std": 0.053695528746425726, + "time": 0.4029633283615112, + "time_std": 0.23974123549995555 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 15.08, + "leaves": 8.04, + "depth": 5.52, + "score": 0.9810000000000001, + "score_std": 0.012587471725666143, + "time": 0.1640044641494751, + "time_std": 0.09503527369682647 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 3.96, + "leaves": 2.48, + "depth": 2.46, + "score": 0.9827754144851656, + "score_std": 0.009115337196715758, + "time": 0.09823675155639648, + "time_std": 0.08754735000127019 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 5.8, + "leaves": 3.4, + "depth": 3.16, + "score": 0.8341935483870967, + "score_std": 0.03817370888383746, + "time": 0.04627535343170166, + "time_std": 0.02295167606787284 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 5.88, + "leaves": 3.44, + "depth": 3.0, + "score": 0.9629523809523809, + "score_std": 0.02773395182169816, + "time": 0.03493125438690185, + "time_std": 0.04515025406665653 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 3 + }, + "nodes": 14.72, + "leaves": 7.86, + "depth": 6.66, + "score": 0.9336666666666668, + "score_std": 0.05403452746837116, + "time": 0.04027505397796631, + "time_std": 0.01978813427438057 + } + ], + "title": "default", + "version": "0.3.1" +} \ No newline at end of file diff --git a/results/results_accuracy_ODTE_macbook-pro_2021-11-10_13:13:48_0.json b/results/results_accuracy_ODTE_macbook-pro_2021-11-10_13:13:48_0.json new file mode 100644 index 0000000..dd2174a --- /dev/null +++ b/results/results_accuracy_ODTE_macbook-pro_2021-11-10_13:13:48_0.json @@ -0,0 +1,859 @@ +{ + "score_name": "accuracy", + "model": "ODTE", + "stratified": false, + "folds": 5, + "date": "2021-11-10", + "time": "13:13:48", + "duration": 230.75940585136414, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 16.92, + "leaves": 8.96, + "depth": 6.0, + "score": 0.9044800000000001, + "score_std": 0.026504520369174778, + "time": 0.03766678333282471, + "time_std": 0.018423101856849984 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 3.6, + "leaves": 2.3, + "depth": 2.28, + "score": 0.6883333333333332, + "score_std": 0.2526580913232567, + "time": 0.004560589790344238, + "time_std": 0.0026398139952658315 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 5.6, + "leaves": 3.3, + "depth": 2.92, + "score": 0.9623893805309734, + "score_std": 0.022281611782755523, + "time": 0.013770127296447754, + "time_std": 0.0036779815035248315 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 10.2, + "leaves": 5.6, + "depth": 4.16, + "score": 0.7147435897435896, + "score_std": 0.07419333895327909, + "time": 0.022381081581115722, + "time_std": 0.013461445868346529 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 6.48, + "leaves": 3.74, + "depth": 3.38, + "score": 0.9586505652620761, + "score_std": 0.017852062125187012, + "time": 0.016083016395568847, + "time_std": 0.009132932795711887 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 10.64, + "leaves": 5.82, + "depth": 4.34, + "score": 0.713611615245009, + "score_std": 0.0543424428175737, + "time": 0.02084981441497803, + "time_std": 0.012559263299163483 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 114.24, + "leaves": 57.62, + "depth": 11.44, + "score": 0.7865960784313725, + "score_std": 0.02545642616821847, + "time": 0.8533616161346436, + "time_std": 0.3072735027314502 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 26.04, + "leaves": 13.52, + "depth": 6.4, + "score": 0.8933675780171224, + "score_std": 0.016805178269634357, + "time": 0.38007222175598143, + "time_std": 0.14043948880405105 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 4.56, + "leaves": 2.78, + "depth": 2.58, + "score": 0.741951219512195, + "score_std": 0.07053660234798434, + "time": 0.010629000663757325, + "time_std": 0.003224193472883613 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 21.56, + "leaves": 11.28, + "depth": 5.98, + "score": 0.688684561203122, + "score_std": 0.046172626890534224, + "time": 0.19964704990386964, + "time_std": 0.10623394262310279 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 18.32, + "leaves": 9.66, + "depth": 6.1, + "score": 0.9543428359866717, + "score_std": 0.02690892221118856, + "time": 0.029157705307006836, + "time_std": 0.014710887610194272 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 8.12, + "leaves": 4.56, + "depth": 3.68, + "score": 0.774928774928775, + "score_std": 0.08266086084380563, + "time": 0.013887548446655273, + "time_std": 0.006447502935914321 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 6.24, + "leaves": 3.62, + "depth": 3.04, + "score": 0.7879999999999999, + "score_std": 0.08634813257969162, + "time": 0.008217425346374511, + "time_std": 0.0036952721772374416 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 4.56, + "leaves": 2.78, + "depth": 2.38, + "score": 0.7353569539925967, + "score_std": 0.048347683288816515, + "time": 0.013523845672607422, + "time_std": 0.008805146178140702 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 12.16, + "leaves": 6.58, + "depth": 4.44, + "score": 0.7778550555230859, + "score_std": 0.05138389349006378, + "time": 0.02435830593109131, + "time_std": 0.017528582762968908 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 7.92, + "leaves": 4.46, + "depth": 3.54, + "score": 0.7761290322580646, + "score_std": 0.08221947228795046, + "time": 0.010494842529296874, + "time_std": 0.003738632286416946 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 5.12, + "leaves": 3.06, + "depth": 2.78, + "score": 0.6996448570586502, + "score_std": 0.04264445384498375, + "time": 0.052617545127868655, + "time_std": 0.03723275696213981 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 6.04, + "leaves": 3.52, + "depth": 3.16, + "score": 0.8749537223340041, + "score_std": 0.04418260448155915, + "time": 0.023143348693847657, + "time_std": 0.011478160248910085 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 5.04, + "leaves": 3.02, + "depth": 3.0, + "score": 0.9620000000000001, + "score_std": 0.034647430560496746, + "time": 0.011724567413330078, + "time_std": 0.0179174869412288 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 44.72, + "leaves": 22.86, + "depth": 7.52, + "score": 0.6851999999999999, + "score_std": 0.03151126782596979, + "time": 0.16152582168579102, + "time_std": 0.04036618956254173 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 84.0, + "leaves": 42.5, + "depth": 10.06, + "score": 0.6872222222222222, + "score_std": 0.049005542644445274, + "time": 0.1869368076324463, + "time_std": 0.13252681168313804 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 29.6, + "leaves": 15.3, + "depth": 7.08, + "score": 0.874376653147593, + "score_std": 0.03162320722969794, + "time": 0.059218430519104005, + "time_std": 0.02990754967514857 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 11.96, + "leaves": 6.48, + "depth": 4.56, + "score": 0.7802528735632184, + "score_std": 0.08294541180604864, + "time": 0.013333039283752441, + "time_std": 0.005800217850337516 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 4.72, + "leaves": 2.86, + "depth": 2.76, + "score": 0.8148904360967185, + "score_std": 0.02346733195257961, + "time": 0.04798666954040527, + "time_std": 0.0256953386895398 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7508225108225106, + "score_std": 0.07675977782708526, + "time": 0.005783958435058594, + "time_std": 0.00278922389818953 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 5.76, + "leaves": 3.38, + "depth": 2.9, + "score": 0.8004013157894737, + "score_std": 0.05033880101720846, + "time": 0.04878900527954102, + "time_std": 0.022491548304855093 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 8.0, + "leaves": 4.5, + "depth": 3.92, + "score": 0.7948024868483979, + "score_std": 0.02703765695628834, + "time": 0.29146728515625, + "time_std": 0.07720870734196707 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 12.56, + "leaves": 6.78, + "depth": 4.76, + "score": 0.9072386417981826, + "score_std": 0.019749234787374125, + "time": 0.118967924118042, + "time_std": 0.102198186012635 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 9.64, + "leaves": 5.32, + "depth": 4.26, + "score": 0.7784002882363538, + "score_std": 0.0267152314981522, + "time": 0.23560956001281738, + "time_std": 0.06591649298683429 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 10.12, + "leaves": 5.56, + "depth": 4.36, + "score": 0.9138023179006786, + "score_std": 0.020062941204731587, + "time": 0.07187330722808838, + "time_std": 0.031686857838406794 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 9.52, + "leaves": 5.26, + "depth": 4.0, + "score": 0.8430769230769231, + "score_std": 0.05770996880670852, + "time": 0.015254693031311035, + "time_std": 0.005632576763211651 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 5.08, + "leaves": 3.04, + "depth": 2.86, + "score": 0.7534963076139547, + "score_std": 0.029374922054090143, + "time": 0.05120332717895508, + "time_std": 0.01760779277735182 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 8.68, + "leaves": 4.84, + "depth": 3.7, + "score": 0.792207792207792, + "score_std": 0.07671381656027432, + "time": 0.010805907249450684, + "time_std": 0.003188440770549254 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 13.6, + "leaves": 7.3, + "depth": 4.74, + "score": 0.6076190476190476, + "score_std": 0.09632004474878614, + "time": 0.01685117244720459, + "time_std": 0.007246236232771048 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 11.08, + "leaves": 6.04, + "depth": 4.38, + "score": 0.6225146198830409, + "score_std": 0.11288708395810755, + "time": 0.014535369873046875, + "time_std": 0.00596154617594855 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 4.32, + "leaves": 2.66, + "depth": 2.58, + "score": 0.848857142857143, + "score_std": 0.0718893707904935, + "time": 0.0073433399200439455, + "time_std": 0.0038995966262881454 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 6.28, + "leaves": 3.64, + "depth": 3.22, + "score": 0.6739039039039038, + "score_std": 0.08000858357399905, + "time": 0.04805525302886963, + "time_std": 0.03013550325868085 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 6.12, + "leaves": 3.56, + "depth": 3.0, + "score": 0.6377777777777778, + "score_std": 0.11234866364235145, + "time": 0.011750903129577637, + "time_std": 0.01643762685584536 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 7.0, + "leaves": 4.0, + "depth": 3.5, + "score": 0.9261904761904763, + "score_std": 0.03846546290810359, + "time": 0.010638003349304198, + "time_std": 0.002529570114531967 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 5.52, + "leaves": 3.26, + "depth": 2.5, + "score": 0.6634782608695652, + "score_std": 0.04055796518838984, + "time": 0.059933862686157226, + "time_std": 0.03988739601623498 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 15.36, + "leaves": 8.18, + "depth": 5.8, + "score": 0.7336, + "score_std": 0.028461201661208906, + "time": 0.21467844009399414, + "time_std": 0.04759536840786418 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 14.96, + "leaves": 7.98, + "depth": 5.0, + "score": 0.7733333333333334, + "score_std": 0.05450362115302859, + "time": 0.023400444984436036, + "time_std": 0.008906664239779549 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 33.2, + "leaves": 17.1, + "depth": 8.18, + "score": 0.9470129870129871, + "score_std": 0.010658849105809443, + "time": 0.30279548168182374, + "time_std": 0.14899969194845653 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 23.2, + "leaves": 12.1, + "depth": 6.1, + "score": 0.7361830838844413, + "score_std": 0.053695528746425726, + "time": 0.3129681825637817, + "time_std": 0.32889153011944094 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 15.08, + "leaves": 8.04, + "depth": 5.52, + "score": 0.9810000000000001, + "score_std": 0.012587471725666143, + "time": 0.0674142026901245, + "time_std": 0.036871334857686344 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 3.96, + "leaves": 2.48, + "depth": 2.46, + "score": 0.9827754144851656, + "score_std": 0.009115337196715758, + "time": 0.03669763088226318, + "time_std": 0.015072669164030945 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 5.8, + "leaves": 3.4, + "depth": 3.16, + "score": 0.8341935483870967, + "score_std": 0.03817370888383746, + "time": 0.01642547607421875, + "time_std": 0.007453513476113434 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 5.88, + "leaves": 3.44, + "depth": 3.0, + "score": 0.9629523809523809, + "score_std": 0.02773395182169816, + "time": 0.010067758560180664, + "time_std": 0.008051184142794264 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": { + "n_estimators": 1, + "n_jobs": 1 + }, + "nodes": 14.72, + "leaves": 7.86, + "depth": 6.66, + "score": 0.9336666666666668, + "score_std": 0.05403452746837116, + "time": 0.019532837867736817, + "time_std": 0.006099872638808424 + } + ], + "title": "default", + "version": "0.3.1" +} \ No newline at end of file diff --git a/results/results_accuracy_ODTE_macbook-pro_2021-11-10_13:19:12_0.json b/results/results_accuracy_ODTE_macbook-pro_2021-11-10_13:19:12_0.json new file mode 100644 index 0000000..9725bf4 --- /dev/null +++ b/results/results_accuracy_ODTE_macbook-pro_2021-11-10_13:19:12_0.json @@ -0,0 +1,859 @@ +{ + "score_name": "accuracy", + "model": "ODTE", + "stratified": false, + "folds": 5, + "date": "2021-11-10", + "time": "13:19:12", + "duration": 690.9123718738556, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 17.040000000000003, + "leaves": 9.020000000000001, + "depth": 6.059999999999999, + "score": 0.9099200000000001, + "score_std": 0.02825302815628796, + "time": 0.10315601348876953, + "time_std": 0.023305179417154123 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 3.746666666666666, + "leaves": 2.373333333333333, + "depth": 2.3266666666666667, + "score": 0.66, + "score_std": 0.25865034312755125, + "time": 0.011781110763549804, + "time_std": 0.007240558694152834 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 5.560000000000001, + "leaves": 3.28, + "depth": 2.9400000000000004, + "score": 0.9688899239248563, + "score_std": 0.0200400411672235, + "time": 0.04658924579620361, + "time_std": 0.031257769086266214 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 9.853333333333332, + "leaves": 5.426666666666668, + "depth": 4.126666666666666, + "score": 0.7501794871794872, + "score_std": 0.0661394389002565, + "time": 0.055989375114440916, + "time_std": 0.013368791717245237 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 6.933333333333334, + "leaves": 3.9666666666666663, + "depth": 3.486666666666667, + "score": 0.9628026721479958, + "score_std": 0.013801321429633216, + "time": 0.04901815414428711, + "time_std": 0.021761888845119082 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 11.186666666666666, + "leaves": 6.093333333333334, + "depth": 4.4, + "score": 0.7212885662431942, + "score_std": 0.049832057841938414, + "time": 0.05879526615142822, + "time_std": 0.018500615165152265 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 112.16, + "leaves": 56.58, + "depth": 11.499999999999998, + "score": 0.8116202154101075, + "score_std": 0.021778939650071077, + "time": 2.534881248474121, + "time_std": 0.6074961555913008 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 27.18666666666667, + "leaves": 14.093333333333335, + "depth": 6.433333333333334, + "score": 0.9026821320077326, + "score_std": 0.01703703806190347, + "time": 1.066779670715332, + "time_std": 0.14184652889673702 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 4.293333333333333, + "leaves": 2.646666666666667, + "depth": 2.533333333333333, + "score": 0.7577584204413472, + "score_std": 0.06820898127404632, + "time": 0.033827385902404784, + "time_std": 0.025922614708626023 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 21.093333333333334, + "leaves": 11.046666666666667, + "depth": 5.973333333333334, + "score": 0.7085855701503903, + "score_std": 0.04603412635053982, + "time": 0.7706078433990479, + "time_std": 0.4236889383782468 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 18.32, + "leaves": 9.66, + "depth": 6.08, + "score": 0.9611884487226952, + "score_std": 0.02227397215965615, + "time": 0.13008213996887208, + "time_std": 0.08268433055371714 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 7.24, + "leaves": 4.12, + "depth": 3.4199999999999995, + "score": 0.7971794871794872, + "score_std": 0.07790441356834758, + "time": 0.053514041900634766, + "time_std": 0.04899734660082681 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 5.56, + "leaves": 3.28, + "depth": 2.8666666666666663, + "score": 0.8270000000000001, + "score_std": 0.07694803441284254, + "time": 0.04874791622161865, + "time_std": 0.048033275654009576 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 4.306666666666667, + "leaves": 2.6533333333333333, + "depth": 2.286666666666667, + "score": 0.7327340031729244, + "score_std": 0.045615501101528566, + "time": 0.08839541912078858, + "time_std": 0.07077639082615618 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 11.506666666666668, + "leaves": 6.253333333333334, + "depth": 4.319999999999999, + "score": 0.7993337229690239, + "score_std": 0.05206035872923116, + "time": 0.24199750423431396, + "time_std": 0.1870699244999269 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 7.666666666666666, + "leaves": 4.333333333333333, + "depth": 3.4933333333333327, + "score": 0.7941935483870968, + "score_std": 0.07064147876688687, + "time": 0.026920838356018065, + "time_std": 0.008272809756120601 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 4.8133333333333335, + "leaves": 2.9066666666666667, + "depth": 2.646666666666667, + "score": 0.7018847627468319, + "score_std": 0.0471098256300088, + "time": 0.21363993167877196, + "time_std": 0.12528652397898637 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 6.293333333333333, + "leaves": 3.6466666666666665, + "depth": 3.206666666666667, + "score": 0.8883340040241449, + "score_std": 0.03824478118086856, + "time": 0.10025606632232666, + "time_std": 0.06002069128855622 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 5.12, + "leaves": 3.06, + "depth": 3.04, + "score": 0.964, + "score_std": 0.03255081497528987, + "time": 0.030828571319580077, + "time_std": 0.026875670864142807 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 44.50666666666666, + "leaves": 22.75333333333333, + "depth": 7.506666666666668, + "score": 0.7009000000000002, + "score_std": 0.027289008776428637, + "time": 0.761602430343628, + "time_std": 0.5103646649553703 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 84.68, + "leaves": 42.84, + "depth": 10.146666666666668, + "score": 0.7677777777777779, + "score_std": 0.05659036256998597, + "time": 0.5870109415054321, + "time_std": 0.28595187344517153 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 29.013333333333335, + "leaves": 15.006666666666666, + "depth": 7.04, + "score": 0.8858666901780993, + "score_std": 0.035167401039904234, + "time": 0.15838597297668458, + "time_std": 0.06050834373315833 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 11.626666666666667, + "leaves": 6.313333333333333, + "depth": 4.446666666666667, + "score": 0.8099540229885058, + "score_std": 0.07766257969476731, + "time": 0.04932645320892334, + "time_std": 0.04865350204429328 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 4.573333333333333, + "leaves": 2.786666666666667, + "depth": 2.686666666666667, + "score": 0.8197727763385148, + "score_std": 0.022770901140960146, + "time": 0.3164552116394043, + "time_std": 0.17923423740525316 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7735064935064935, + "score_std": 0.07929379456386877, + "time": 0.03688097476959228, + "time_std": 0.04123505917680743 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 5.88, + "leaves": 3.44, + "depth": 2.9266666666666663, + "score": 0.8331666666666666, + "score_std": 0.033880331550307424, + "time": 0.2638604402542114, + "time_std": 0.20009527820166625 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 7.986666666666667, + "leaves": 4.493333333333334, + "depth": 3.993333333333333, + "score": 0.8076245815399329, + "score_std": 0.02402252841032045, + "time": 0.9654957008361816, + "time_std": 0.41291156095042425 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 12.826666666666668, + "leaves": 6.913333333333334, + "depth": 4.88, + "score": 0.9132152080344332, + "score_std": 0.017293612559602285, + "time": 0.2816882991790772, + "time_std": 0.08290481061072098 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 10.133333333333333, + "leaves": 5.566666666666667, + "depth": 4.386666666666667, + "score": 0.7910094277307392, + "score_std": 0.025336191204880766, + "time": 0.658570990562439, + "time_std": 0.09012675393778291 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 9.759999999999998, + "leaves": 5.38, + "depth": 4.346666666666667, + "score": 0.9192800096078786, + "score_std": 0.019577562939081944, + "time": 0.20903483390808106, + "time_std": 0.060529589575642764 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 8.999999999999998, + "leaves": 4.999999999999999, + "depth": 3.873333333333333, + "score": 0.882051282051282, + "score_std": 0.04971979340939826, + "time": 0.03935877323150635, + "time_std": 0.018526768700179733 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 6.066666666666666, + "leaves": 3.533333333333333, + "depth": 3.12, + "score": 0.7652126305067481, + "score_std": 0.027047786361785578, + "time": 0.17191944599151612, + "time_std": 0.06711639630367044 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 8.56, + "leaves": 4.78, + "depth": 3.726666666666666, + "score": 0.8118181818181819, + "score_std": 0.08210674279829754, + "time": 0.03293998718261719, + "time_std": 0.015465032894600822 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 12.826666666666664, + "leaves": 6.913333333333332, + "depth": 4.66, + "score": 0.6369047619047619, + "score_std": 0.09294531833043816, + "time": 0.04810071468353271, + "time_std": 0.014210834381305654 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 11.493333333333334, + "leaves": 6.246666666666667, + "depth": 4.46, + "score": 0.6467836257309942, + "score_std": 0.1065531739507149, + "time": 0.04343466281890869, + "time_std": 0.015437810547563146 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 4.613333333333333, + "leaves": 2.8066666666666666, + "depth": 2.6333333333333333, + "score": 0.8586666666666667, + "score_std": 0.07054494715541997, + "time": 0.021269760131835937, + "time_std": 0.016169547696646528 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 6.2666666666666675, + "leaves": 3.6333333333333337, + "depth": 3.1400000000000006, + "score": 0.71009009009009, + "score_std": 0.0692938241584265, + "time": 0.12648466110229492, + "time_std": 0.05251881743491173 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 6.133333333333333, + "leaves": 3.5666666666666664, + "depth": 2.9466666666666663, + "score": 0.6677777777777777, + "score_std": 0.09780933834080806, + "time": 0.02453808307647705, + "time_std": 0.015196161709676909 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 7.013333333333334, + "leaves": 4.006666666666667, + "depth": 3.4600000000000004, + "score": 0.9328571428571428, + "score_std": 0.04459187565184558, + "time": 0.03271061897277832, + "time_std": 0.0172265963132854 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 4.906666666666666, + "leaves": 2.9533333333333336, + "depth": 2.4066666666666667, + "score": 0.6759420289855074, + "score_std": 0.0376822742310006, + "time": 0.1727754831314087, + "time_std": 0.07034266220886039 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 17.293333333333333, + "leaves": 9.146666666666667, + "depth": 6.04, + "score": 0.7483, + "score_std": 0.02579941859810025, + "time": 0.6397044706344605, + "time_std": 0.09100081565859369 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 13.813333333333333, + "leaves": 7.406666666666666, + "depth": 4.76, + "score": 0.8018518518518519, + "score_std": 0.04448300796097894, + "time": 0.061739501953125, + "time_std": 0.017329577674537633 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 32.720000000000006, + "leaves": 16.860000000000003, + "depth": 8.033333333333333, + "score": 0.9548917748917749, + "score_std": 0.008409418224476592, + "time": 0.7016091775894165, + "time_std": 0.10614821831171543 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 22.400000000000006, + "leaves": 11.700000000000003, + "depth": 5.986666666666667, + "score": 0.7547532196310476, + "score_std": 0.04921128665221013, + "time": 0.45449200630187986, + "time_std": 0.14000252017209575 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 15.24, + "leaves": 8.12, + "depth": 5.486666666666666, + "score": 0.9838333333333332, + "score_std": 0.009917717031207902, + "time": 0.12377953052520752, + "time_std": 0.04316000914106911 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 3.9066666666666667, + "leaves": 2.4533333333333336, + "depth": 2.4133333333333336, + "score": 0.9831920811518324, + "score_std": 0.008439663245320514, + "time": 0.07127801418304443, + "time_std": 0.019788615180643454 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 5.613333333333333, + "leaves": 3.3066666666666666, + "depth": 3.086666666666667, + "score": 0.8490322580645163, + "score_std": 0.04038833348616656, + "time": 0.03706352710723877, + "time_std": 0.013047117933372166 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 5.906666666666667, + "leaves": 3.4533333333333336, + "depth": 3.0, + "score": 0.9679841269841271, + "score_std": 0.026356190506780966, + "time": 0.020214972496032716, + "time_std": 0.016792574029447702 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": { + "n_estimators": 3, + "n_jobs": 1 + }, + "nodes": 14.866666666666667, + "leaves": 7.933333333333334, + "depth": 6.659999999999999, + "score": 0.9354285714285713, + "score_std": 0.06340425674387035, + "time": 0.049237637519836425, + "time_std": 0.019058116470857398 + } + ], + "title": "default", + "version": "0.3.1" +} \ No newline at end of file diff --git a/results/results_accuracy_ODTE_macbook-pro_2022-01-11_13:03:41_0.json b/results/results_accuracy_ODTE_macbook-pro_2022-01-11_13:03:41_0.json new file mode 100644 index 0000000..3be51b8 --- /dev/null +++ b/results/results_accuracy_ODTE_macbook-pro_2022-01-11_13:03:41_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "Como RF cada \u00e1rbol con todas las variables", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-01-11", "time": "13:03:41", "duration": 4493.0197858810425, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "macbook-pro", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 29.359999999999996, "leaves": 15.179999999999998, "depth": 6.986666666666666, "score": 0.8355199999999999, "score_std": 0.032952232094351365, "time": 0.6407865428924561, "time_std": 0.4876601878600051}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 4.24, "leaves": 2.62, "depth": 2.5733333333333337, "score": 0.6983333333333333, "score_std": 0.2660879136258875, "time": 0.032126479148864746, "time_std": 0.011052087927890092}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 6.839999999999999, "leaves": 3.9199999999999995, "depth": 3.3466666666666662, "score": 0.9616876261450085, "score_std": 0.015891102317804256, "time": 0.13584647655487062, "time_std": 0.021982551038327736}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 5.453333333333332, "leaves": 3.226666666666666, "depth": 2.8200000000000007, "score": 0.7601025641025642, "score_std": 0.06294317694553851, "time": 0.07512105464935302, "time_std": 0.03293141752056563}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 7.2, "leaves": 4.1, "depth": 3.693333333333334, "score": 0.9600883864337102, "score_std": 0.016624482944072167, "time": 0.12402929782867432, "time_std": 0.019593766416338927}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 10.266666666666667, "leaves": 5.633333333333333, "depth": 4.159999999999999, "score": 0.7087658802177859, "score_std": 0.05149006836849984, "time": 0.12439622402191162, "time_std": 0.042095267341562}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 153.93333333333334, "leaves": 77.46666666666667, "depth": 16.633333333333333, "score": 0.7953431648715825, "score_std": 0.02063282508828751, "time": 5.880660238265992, "time_std": 0.496737249638011}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 43.37333333333334, "leaves": 22.18666666666667, "depth": 8.253333333333334, "score": 0.8887605633802818, "score_std": 0.017573173239803185, "time": 4.139815154075623, "time_std": 11.824541013954937}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 18.64, "leaves": 9.82, "depth": 5.566666666666666, "score": 0.7610452961672474, "score_std": 0.07746633998162784, "time": 0.21942150592803955, "time_std": 0.08473090675079964}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 15.84, "leaves": 8.42, "depth": 5.306666666666667, "score": 0.6771406815153247, "score_std": 0.04325832015641539, "time": 0.43914548397064207, "time_std": 0.16568168889689666}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 25.346666666666664, "leaves": 13.173333333333332, "depth": 8.566666666666666, "score": 0.9546205109218809, "score_std": 0.03212406613731453, "time": 0.2921607780456543, "time_std": 0.04158270184026515}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 6.200000000000001, "leaves": 3.6, "depth": 3.186666666666667, "score": 0.8283760683760683, "score_std": 0.07380030496073155, "time": 0.07390907764434815, "time_std": 0.032648062907290845}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 2.5866666666666664, "leaves": 1.7933333333333332, "depth": 1.7133333333333334, "score": 0.867, "score_std": 0.06132699242584785, "time": 0.04514060497283936, "time_std": 0.04119981684640672}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 3.64, "leaves": 2.32, "depth": 2.1, "score": 0.7324008461131676, "score_std": 0.044596848010954204, "time": 0.08140741348266602, "time_std": 0.05885198548803858}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 11.453333333333335, "leaves": 6.2266666666666675, "depth": 4.533333333333333, "score": 0.7897428404441846, "score_std": 0.050617868784583096, "time": 0.15383631229400635, "time_std": 0.05611522996347284}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 10.28, "leaves": 5.64, "depth": 4.173333333333333, "score": 0.786451612903226, "score_std": 0.06701297496556688, "time": 0.1038114881515503, "time_std": 0.03760085499882732}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 1.52, "leaves": 1.26, "depth": 1.2333333333333334, "score": 0.7089507810197466, "score_std": 0.039568367638339444, "time": 0.11213630676269531, "time_std": 0.042074660248226724}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 12.373333333333333, "leaves": 6.6866666666666665, "depth": 5.373333333333334, "score": 0.8962937625754526, "score_std": 0.03664511667036535, "time": 0.22132411003112792, "time_std": 0.04680769609527571}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 5.786666666666667, "leaves": 3.3933333333333335, "depth": 3.353333333333333, "score": 0.9366666666666665, "score_std": 0.041231056256176596, "time": 0.07052329540252686, "time_std": 0.025057067165661497}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 47.82666666666667, "leaves": 24.413333333333334, "depth": 7.913333333333332, "score": 0.6838999999999998, "score_std": 0.03354534244869173, "time": 3.82858642578125, "time_std": 3.483969355537128}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 97.21333333333334, "leaves": 49.10666666666667, "depth": 11.953333333333333, "score": 0.7158333333333333, "score_std": 0.0568739400932307, "time": 1.4125175333023072, "time_std": 0.1588974370792907}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 38.94666666666667, "leaves": 19.973333333333336, "depth": 8.12, "score": 0.8817139834244401, "score_std": 0.03571172351915414, "time": 0.6099963998794555, "time_std": 0.10255767462090391}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 13.893333333333333, "leaves": 7.446666666666666, "depth": 4.913333333333333, "score": 0.7264137931034483, "score_std": 0.10833258391764937, "time": 0.12894450187683104, "time_std": 0.035090520464243366}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 5.8, "leaves": 3.4, "depth": 3.266666666666667, "score": 0.8140511658031088, "score_std": 0.02981810489545611, "time": 0.3194469213485718, "time_std": 0.044092200400199365}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 11.319999999999999, "leaves": 6.159999999999999, "depth": 4.286666666666666, "score": 0.7497835497835497, "score_std": 0.10916475203001313, "time": 0.09177101612091064, "time_std": 0.04807533233605909}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 25.013333333333335, "leaves": 13.006666666666668, "depth": 7.06, "score": 0.7821447368421055, "score_std": 0.04449362182426753, "time": 0.48525233268737794, "time_std": 0.09739452158301685}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 7.2, "leaves": 4.1, "depth": 3.6533333333333338, "score": 0.7463763749402199, "score_std": 0.04841845315147776, "time": 0.7925854253768921, "time_std": 0.26474482919074377}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 18.30666666666667, "leaves": 9.653333333333334, "depth": 6.013333333333334, "score": 0.9034232424677188, "score_std": 0.02051953424392342, "time": 0.5779392433166504, "time_std": 0.09126530364409881}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 10.986666666666668, "leaves": 5.993333333333334, "depth": 4.646666666666666, "score": 0.7222572509457755, "score_std": 0.04191114921787158, "time": 0.5911300945281982, "time_std": 0.06513748277226769}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 16.64, "leaves": 8.82, "depth": 5.86, "score": 0.8702840329069836, "score_std": 0.02516585319573953, "time": 0.6157104969024658, "time_std": 0.14949625406526254}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 6.44, "leaves": 3.72, "depth": 3.3733333333333326, "score": 0.8564102564102563, "score_std": 0.05914134663933742, "time": 0.08128602981567383, "time_std": 0.01560409250979479}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 4.96, "leaves": 2.98, "depth": 2.726666666666667, "score": 0.745291571173924, "score_std": 0.035286510642272624, "time": 0.2924610710144043, "time_std": 0.06212146975664829}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 8.933333333333335, "leaves": 4.966666666666668, "depth": 4.18, "score": 0.8232467532467532, "score_std": 0.0832549921296651, "time": 0.08713021755218506, "time_std": 0.021251254017138642}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 15.279999999999998, "leaves": 8.139999999999999, "depth": 5.48, "score": 0.6344285714285715, "score_std": 0.10849434398039817, "time": 0.14106664657592774, "time_std": 0.026464614567275533}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 13.4, "leaves": 7.2, "depth": 5.18, "score": 0.6007017543859648, "score_std": 0.11984617889987821, "time": 0.13347631454467773, "time_std": 0.028536863342667}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 2.04, "leaves": 1.52, "depth": 1.4733333333333332, "score": 0.8608095238095237, "score_std": 0.07494852352874153, "time": 0.031497864723205565, "time_std": 0.01336109963885159}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 1.68, "leaves": 1.34, "depth": 1.2933333333333332, "score": 0.7105855855855857, "score_std": 0.06690992096175793, "time": 0.03910560131072998, "time_std": 0.017879313554620257}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 3.733333333333334, "leaves": 2.3666666666666667, "depth": 2.1733333333333333, "score": 0.7022222222222222, "score_std": 0.08070675465482167, "time": 0.049937958717346194, "time_std": 0.04346623818312368}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 8.68, "leaves": 4.84, "depth": 4.286666666666667, "score": 0.9195238095238096, "score_std": 0.05126296086320595, "time": 0.10033900737762451, "time_std": 0.016158689852080407}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 1.16, "leaves": 1.08, "depth": 1.08, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.1456705617904663, "time_std": 0.05426568396904894}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 8.16, "leaves": 4.580000000000001, "depth": 3.273333333333334, "score": 0.6992, "score_std": 0.026369679558159203, "time": 0.4306696557998657, "time_std": 0.13788887993777127}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 13.64, "leaves": 7.32, "depth": 4.986666666666667, "score": 0.7803703703703704, "score_std": 0.05051314188831808, "time": 0.1542973756790161, "time_std": 0.03317169699251405}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 48.10666666666667, "leaves": 24.553333333333335, "depth": 10.046666666666667, "score": 0.944025974025974, "score_std": 0.012043738184933026, "time": 40.79137180328369, "time_std": 259.0466581201635}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 49.18666666666667, "leaves": 25.093333333333334, "depth": 9.459999999999999, "score": 0.6911312217194572, "score_std": 0.03286622195561525, "time": 21.66017273426056, "time_std": 133.59426026948262}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 42.906666666666666, "leaves": 21.953333333333333, "depth": 7.84, "score": 0.9366666666666668, "score_std": 0.019790570145063194, "time": 0.9826609706878662, "time_std": 0.21804742463434792}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 12.413333333333332, "leaves": 6.706666666666666, "depth": 4.3, "score": 0.7388536212914485, "score_std": 0.07441523116678399, "time": 0.7622409152984619, "time_std": 0.23227084642631893}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 7.626666666666666, "leaves": 4.3133333333333335, "depth": 3.78, "score": 0.8212903225806452, "score_std": 0.04739191657343731, "time": 0.18162095546722412, "time_std": 0.045257001290933664}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 11.653333333333332, "leaves": 6.326666666666666, "depth": 4.573333333333332, "score": 0.9325079365079365, "score_std": 0.04217414615830906, "time": 0.1537194585800171, "time_std": 0.02869657031091111}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 3, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 15.439999999999998, "leaves": 8.219999999999999, "depth": 7.58, "score": 0.9256190476190476, "score_std": 0.07675912791857957, "time": 0.25245697498321534, "time_std": 0.06635616402547787}]} \ No newline at end of file diff --git a/results/results_accuracy_STree_bart_2021-12-17_14:06:39_0.json b/results/results_accuracy_STree_bart_2021-12-17_14:06:39_0.json index 409b9ed..102d784 100644 --- a/results/results_accuracy_STree_bart_2021-12-17_14:06:39_0.json +++ b/results/results_accuracy_STree_bart_2021-12-17_14:06:39_0.json @@ -923,5 +923,5 @@ "time_std": 0.0002869412885783182 } ], - "title": "default" -} \ No newline at end of file + "title": "With gridsearched hyperparameters" +} diff --git a/results/results_accuracy_STree_macbook-pro_2021-11-01_17:59:17_0.json b/results/results_accuracy_STree_macbook-pro_2021-11-01_17:59:17_0.json new file mode 100644 index 0000000..8fb54f4 --- /dev/null +++ b/results/results_accuracy_STree_macbook-pro_2021-11-01_17:59:17_0.json @@ -0,0 +1,927 @@ +{ + "score_name": "accuracy", + "model": "STree", + "stratified": false, + "folds": 5, + "date": "2021-11-01", + "time": "17:59:17", + "duration": 1452.720016002655, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": { + "C": 10000.0, + "gamma": 0.1, + "kernel": "rbf", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.42272, + "score_std": 0.02490866515893616, + "time": 0.02246122360229492, + "time_std": 0.004919473572746717 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": { + "C": 7, + "gamma": 0.1, + "kernel": "rbf", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.86, + "score_std": 0.28501461950807594, + "time": 0.0031707286834716797, + "time_std": 0.006679481841298066 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": { + "C": 0.2, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 3.24, + "leaves": 2.12, + "depth": 2.12, + "score": 0.9727635460332246, + "score_std": 0.017313211324042233, + "time": 0.00831408977508545, + "time_std": 0.0021763027652264354 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": { + "C": 0.2, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 5.84, + "leaves": 3.42, + "depth": 3.24, + "score": 0.811128205128205, + "score_std": 0.05846009894763935, + "time": 0.014059357643127442, + "time_std": 0.003627380156803081 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": { + "kernel": "rbf", + "multiclass_strategy": "ovr" + }, + "nodes": 4.6, + "leaves": 2.8, + "depth": 2.8, + "score": 0.967808838643371, + "score_std": 0.012084225264206064, + "time": 0.028159151077270506, + "time_std": 0.011399040336554537 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 21.72, + "leaves": 11.36, + "depth": 5.86, + "score": 0.7342105263157894, + "score_std": 0.047977358056609264, + "time": 0.053781771659851076, + "time_std": 0.027632077538852943 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 140.52, + "leaves": 70.76, + "depth": 19.84, + "score": 0.7171296326981498, + "score_std": 0.04137251926178977, + "time": 8.963477368354797, + "time_std": 1.9072138058517465 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 47.52, + "leaves": 24.26, + "depth": 7.96, + "score": 0.9021643744821872, + "score_std": 0.014793877691475865, + "time": 2.333030843734741, + "time_std": 0.9799204454940076 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": { + "kernel": "rbf", + "multiclass_strategy": "ovr" + }, + "nodes": 3.04, + "leaves": 2.02, + "depth": 2.02, + "score": 0.8320905923344947, + "score_std": 0.06095204566527709, + "time": 0.012829084396362305, + "time_std": 0.0025383467985529776 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": { + "kernel": "rbf", + "multiclass_strategy": "ovr" + }, + "nodes": 3.04, + "leaves": 2.02, + "depth": 2.02, + "score": 0.7476127926898914, + "score_std": 0.04110007272505122, + "time": 0.07057957649230957, + "time_std": 0.01591942840708265 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": { + "C": 55, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 11.0, + "leaves": 6.0, + "depth": 6.0, + "score": 0.9729211403184006, + "score_std": 0.019813499795909784, + "time": 0.07327715396881103, + "time_std": 0.02529579639245694 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": { + "C": 7, + "gamma": 0.1, + "kernel": "poly", + "max_features": "auto", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 6.84, + "leaves": 3.92, + "depth": 3.62, + "score": 0.8291168091168091, + "score_std": 0.07373688320908373, + "time": 0.06004072189331055, + "time_std": 0.05544514361666961 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": { + "C": 0.05, + "max_features": "auto", + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 1.04, + "leaves": 1.02, + "depth": 1.02, + "score": 0.88, + "score_std": 0.0547722557505166, + "time": 0.01607980251312256, + "time_std": 0.01130519526384054 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 23.4, + "leaves": 12.2, + "depth": 5.98, + "score": 0.735637228979376, + "score_std": 0.04346136548997221, + "time": 0.046668286323547366, + "time_std": 0.021550938579791283 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": { + "C": 0.05, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 10.16, + "leaves": 5.58, + "depth": 4.0, + "score": 0.8275219170075979, + "score_std": 0.05052827428335672, + "time": 0.010467061996459961, + "time_std": 0.0031181329564444467 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": { + "C": 7, + "gamma": 0.1, + "kernel": "rbf", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.8245161290322581, + "score_std": 0.073887165430815, + "time": 0.00481748104095459, + "time_std": 0.0002616108630615902 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 16.04, + "leaves": 8.52, + "depth": 5.28, + "score": 0.7234983790156204, + "score_std": 0.038488555090414656, + "time": 0.06607600688934326, + "time_std": 0.030425720989429784 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": { + "C": 7, + "gamma": 0.1, + "kernel": "rbf", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 3.16, + "leaves": 2.08, + "depth": 2.08, + "score": 0.9532756539235413, + "score_std": 0.02385368651558141, + "time": 0.023335299491882323, + "time_std": 0.004234882811784476 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 10.36, + "leaves": 5.68, + "depth": 4.1, + "score": 0.946, + "score_std": 0.03705251528424067, + "time": 0.013170881271362305, + "time_std": 0.002354783308839178 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 35.28, + "leaves": 18.14, + "depth": 14.24, + "score": 0.6274000000000001, + "score_std": 0.05867912746454228, + "time": 0.4652858781814575, + "time_std": 0.07955668474409329 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": { + "C": 0.08, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 40.44, + "leaves": 20.72, + "depth": 15.68, + "score": 0.38138888888888883, + "score_std": 0.09142265502517333, + "time": 2.704467544555664, + "time_std": 1.4406853178980992 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": { + "C": 0.05, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 14.28, + "leaves": 7.64, + "depth": 5.38, + "score": 0.7020349144771646, + "score_std": 0.06633577988727067, + "time": 1.943914942741394, + "time_std": 0.38849715636771803 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": { + "C": 0.05, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 3.48, + "leaves": 2.24, + "depth": 2.08, + "score": 0.6452643678160919, + "score_std": 0.17407565215372336, + "time": 0.007539224624633789, + "time_std": 0.004318481374071495 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": { + "kernel": "rbf", + "multiclass_strategy": "ovr" + }, + "nodes": 3.16, + "leaves": 2.08, + "depth": 2.08, + "score": 0.8267465457685665, + "score_std": 0.022926835290767923, + "time": 0.1015003776550293, + "time_std": 0.026420121088718957 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": { + "kernel": "rbf", + "multiclass_strategy": "ovr" + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.827142857142857, + "score_std": 0.09431966640910128, + "time": 0.0053433370590209965, + "time_std": 0.0009114907444194115 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": { + "C": 0.05, + "gamma": 0.1, + "kernel": "poly", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.9163881578947368, + "score_std": 0.027520787090975468, + "time": 0.027518110275268556, + "time_std": 0.002745822301585443 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": { + "C": 8.25, + "gamma": 0.1, + "kernel": "poly", + "multiclass_strategy": "ovr" + }, + "nodes": 10.52, + "leaves": 5.76, + "depth": 4.42, + "score": 0.8351252989000477, + "score_std": 0.02209607725442717, + "time": 0.48353368282318115, + "time_std": 0.06959135970909625 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 20.84, + "leaves": 10.92, + "depth": 5.86, + "score": 0.9165413677666189, + "score_std": 0.018668844007231334, + "time": 0.3520620346069336, + "time_std": 0.06397060692067316 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 29.88, + "leaves": 15.44, + "depth": 7.38, + "score": 0.8009860085269921, + "score_std": 0.0218449453461112, + "time": 1.3239905214309693, + "time_std": 0.4018941102955094 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": { + "C": 0.11, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 8.08, + "leaves": 4.54, + "depth": 4.02, + "score": 0.9224704257491143, + "score_std": 0.01772207930954525, + "time": 0.09765367984771728, + "time_std": 0.017869545297702807 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 8.48, + "leaves": 4.74, + "depth": 3.76, + "score": 0.882051282051282, + "score_std": 0.04783271309276316, + "time": 0.015371623039245606, + "time_std": 0.003867225286632555 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 17.4, + "leaves": 9.2, + "depth": 5.66, + "score": 0.7666513878278585, + "score_std": 0.02972027059401136, + "time": 0.1466364574432373, + "time_std": 0.04326306842849532 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": { + "C": 7, + "gamma": 0.1, + "kernel": "rbf", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 4.96, + "leaves": 2.98, + "depth": 2.98, + "score": 0.8677489177489177, + "score_std": 0.07248497310132561, + "time": 0.008112530708312988, + "time_std": 0.0012862861118453069 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 19.76, + "leaves": 10.38, + "depth": 6.12, + "score": 0.6397142857142857, + "score_std": 0.10377832646118312, + "time": 0.03050492763519287, + "time_std": 0.009256335432185776 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": { + "C": 0.05, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 10.28, + "leaves": 5.64, + "depth": 4.3, + "score": 0.6794736842105265, + "score_std": 0.10621707149419587, + "time": 0.012773480415344238, + "time_std": 0.0041268182988415175 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 4.56, + "leaves": 2.78, + "depth": 2.68, + "score": 0.8616190476190478, + "score_std": 0.06937466062918769, + "time": 0.006148200035095214, + "time_std": 0.0016813428802175444 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": { + "C": 7, + "gamma": 10.0, + "kernel": "rbf", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7352702702702704, + "score_std": 0.06697755238925641, + "time": 0.00802462100982666, + "time_std": 0.0011482193553576517 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": { + "C": 55, + "degree": 5, + "gamma": 0.1, + "kernel": "poly", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 2.88, + "leaves": 1.94, + "depth": 1.94, + "score": 0.711111111111111, + "score_std": 0.07535922203472521, + "time": 0.005575971603393555, + "time_std": 0.0029584793376332998 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": { + "C": 10000.0, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 9.96, + "leaves": 5.48, + "depth": 4.54, + "score": 0.948095238095238, + "score_std": 0.03253813391591716, + "time": 0.040032901763916016, + "time_std": 0.012206819927852565 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": { + "C": 0.05, + "max_features": "auto", + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 2.2, + "leaves": 1.6, + "depth": 1.6, + "score": 0.677536231884058, + "score_std": 0.0395376025092862, + "time": 0.027303524017333984, + "time_std": 0.015582495415473716 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 21.24, + "leaves": 11.12, + "depth": 6.18, + "score": 0.7625, + "score_std": 0.02718915224864506, + "time": 0.660002236366272, + "time_std": 0.35591528125408356 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 14.56, + "leaves": 7.78, + "depth": 5.0, + "score": 0.8229629629629629, + "score_std": 0.044003990341567836, + "time": 0.028973116874694824, + "time_std": 0.007517992089542763 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": { + "C": 7, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 26.96, + "leaves": 13.98, + "depth": 9.14, + "score": 0.893116883116883, + "score_std": 0.053530882377864554, + "time": 7.58159914970398, + "time_std": 0.5747271774608246 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 35.28, + "leaves": 18.14, + "depth": 8.5, + "score": 0.788595196658545, + "score_std": 0.050497997916101635, + "time": 0.559001178741455, + "time_std": 0.08343009471576943 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": { + "C": 0.55, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 13.4, + "leaves": 7.2, + "depth": 6.64, + "score": 0.9476666666666667, + "score_std": 0.03341822523381183, + "time": 0.3277527141571045, + "time_std": 0.07130176271207929 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": { + "C": 0.2, + "gamma": 0.1, + "kernel": "poly", + "max_iter": 10000.0, + "multiclass_strategy": "ovr" + }, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.9844442626527051, + "score_std": 0.008387465200358178, + "time": 0.030137414932250976, + "time_std": 0.0025206035948188528 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": { + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 6.04, + "leaves": 3.52, + "depth": 3.34, + "score": 0.8529032258064515, + "score_std": 0.04088510843291576, + "time": 0.011105742454528809, + "time_std": 0.002443304615116839 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": { + "C": 0.55, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 5.0, + "leaves": 3.0, + "depth": 3.0, + "score": 0.9791587301587302, + "score_std": 0.022426953738041516, + "time": 0.004081192016601562, + "time_std": 0.0005608290808771192 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": { + "C": 0.1, + "max_iter": 10000.0, + "kernel": "liblinear", + "multiclass_strategy": "ovr" + }, + "nodes": 13.08, + "leaves": 7.04, + "depth": 7.04, + "score": 0.9555238095238094, + "score_std": 0.0446412761624818, + "time": 0.012385797500610352, + "time_std": 0.0009809737614602356 + } + ], + "title": "default", + "version": "1.2.3" +} \ No newline at end of file diff --git a/results/results_accuracy_STree_macbook-pro_2021-11-01_18:24:00_0.json b/results/results_accuracy_STree_macbook-pro_2021-11-01_18:24:00_0.json new file mode 100644 index 0000000..d7ab02c --- /dev/null +++ b/results/results_accuracy_STree_macbook-pro_2021-11-01_18:24:00_0.json @@ -0,0 +1,712 @@ +{ + "score_name": "accuracy", + "model": "STree", + "stratified": false, + "folds": 5, + "date": "2021-11-01", + "time": "18:24:00", + "duration": 183.26063513755798, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": {}, + "nodes": 22.2, + "leaves": 11.6, + "depth": 6.62, + "score": 0.9000000000000001, + "score_std": 0.02541180827882976, + "time": 0.044437413215637205, + "time_std": 0.016898647197061308 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.64, + "leaves": 2.82, + "depth": 2.66, + "score": 0.6633333333333333, + "score_std": 0.30090603922893344, + "time": 0.0037247276306152342, + "time_std": 0.0013273901277751888 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.4, + "leaves": 2.7, + "depth": 2.62, + "score": 0.9727573358174196, + "score_std": 0.016875593067372786, + "time": 0.011546726226806641, + "time_std": 0.0022294983152995884 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.0, + "leaves": 3.5, + "depth": 3.34, + "score": 0.8085512820512819, + "score_std": 0.06662074478543409, + "time": 0.022962241172790526, + "time_std": 0.008397749808960502 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.68, + "leaves": 3.34, + "depth": 3.28, + "score": 0.9663782117163412, + "score_std": 0.012739116656968377, + "time": 0.013992276191711426, + "time_std": 0.002487304130907817 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 12.0, + "leaves": 6.5, + "depth": 4.74, + "score": 0.7202964307320024, + "score_std": 0.04784497997352227, + "time": 0.016606502532958985, + "time_std": 0.003992535275461415 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": {}, + "nodes": 144.4, + "leaves": 72.7, + "depth": 12.56, + "score": 0.6129321181993924, + "score_std": 0.051498530153385354, + "time": 0.7472892093658448, + "time_std": 0.0864407211965613 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": {}, + "nodes": 17.56, + "leaves": 9.28, + "depth": 5.42, + "score": 0.8821740955537145, + "score_std": 0.021970351434299967, + "time": 0.2538404750823975, + "time_std": 0.03379345723910891 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.04, + "leaves": 4.02, + "depth": 3.02, + "score": 0.7623925667828106, + "score_std": 0.06925411402765291, + "time": 0.013685708045959472, + "time_std": 0.00483383402015457 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": {}, + "nodes": 14.84, + "leaves": 7.92, + "depth": 6.14, + "score": 0.717371026080335, + "score_std": 0.04276529273963583, + "time": 0.1458162784576416, + "time_std": 0.056477804824879116 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": {}, + "nodes": 12.48, + "leaves": 6.74, + "depth": 5.56, + "score": 0.7670973713439466, + "score_std": 0.1064046487711005, + "time": 0.023500900268554687, + "time_std": 0.00274048976275944 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.64, + "leaves": 2.32, + "depth": 2.26, + "score": 0.8406267806267804, + "score_std": 0.07093138310997177, + "time": 0.006421966552734375, + "time_std": 0.0022831290447267883 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.12, + "leaves": 1.06, + "depth": 1.06, + "score": 0.879, + "score_std": 0.05575840743780258, + "time": 0.00270751953125, + "time_std": 0.0010762416679250797 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.64, + "leaves": 2.82, + "depth": 2.36, + "score": 0.7275092543627711, + "score_std": 0.0473687064891389, + "time": 0.01104067325592041, + "time_std": 0.00592827755157121 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": {}, + "nodes": 8.48, + "leaves": 4.74, + "depth": 3.72, + "score": 0.813594389246055, + "score_std": 0.046539886439772735, + "time": 0.016356287002563478, + "time_std": 0.004753263476613912 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": {}, + "nodes": 12.6, + "leaves": 6.8, + "depth": 4.9, + "score": 0.7825806451612902, + "score_std": 0.07949109728357331, + "time": 0.012420520782470704, + "time_std": 0.0030410258324762747 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.04, + "leaves": 1.02, + "depth": 1.02, + "score": 0.7133952254641912, + "score_std": 0.03827755623741007, + "time": 0.014304819107055665, + "time_std": 0.002743136025924057 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.88, + "leaves": 4.44, + "depth": 4.06, + "score": 0.8960080482897385, + "score_std": 0.03947826323457726, + "time": 0.020752234458923338, + "time_std": 0.0037728479221752127 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": {}, + "nodes": 1.16, + "leaves": 1.08, + "depth": 1.08, + "score": 0.2813333333333333, + "score_std": 0.14608368986455827, + "time": 0.002922782897949219, + "time_std": 0.0009212642067256709 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": {}, + "nodes": 49.2, + "leaves": 25.1, + "depth": 8.24, + "score": 0.5294, + "score_std": 0.053344540489163456, + "time": 0.25010156631469727, + "time_std": 0.08149067279408383 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": {}, + "nodes": 192.28, + "leaves": 96.64, + "depth": 12.72, + "score": 0.5655555555555556, + "score_std": 0.06883286252193034, + "time": 0.40002665042877195, + "time_std": 0.051759233536141036 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": {}, + "nodes": 10.0, + "leaves": 5.5, + "depth": 4.2, + "score": 0.6947363780638335, + "score_std": 0.12057150122701486, + "time": 0.04810298919677734, + "time_std": 0.01370972566016733 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": {}, + "nodes": 3.68, + "leaves": 2.34, + "depth": 2.26, + "score": 0.6850804597701152, + "score_std": 0.13916412226723654, + "time": 0.008650970458984376, + "time_std": 0.004114904287748119 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.8213433721934368, + "score_std": 0.023399701915177804, + "time": 0.032538537979125974, + "time_std": 0.0020090127953487154 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7615584415584413, + "score_std": 0.08204960513961217, + "time": 0.003117713928222656, + "time_std": 0.0004898485109786683 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.0, + "leaves": 4.0, + "depth": 3.0, + "score": 0.8457960526315789, + "score_std": 0.031032047038596463, + "time": 0.066819167137146, + "time_std": 0.014976331009562947 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.84, + "leaves": 3.92, + "depth": 3.74, + "score": 0.7993089430894308, + "score_std": 0.022476725091507496, + "time": 0.16973007202148438, + "time_std": 0.014157937821464414 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": {}, + "nodes": 9.4, + "leaves": 5.2, + "depth": 4.18, + "score": 0.9158507890961264, + "score_std": 0.01889488875852384, + "time": 0.08552527904510498, + "time_std": 0.019286443598223187 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.96, + "leaves": 3.48, + "depth": 3.42, + "score": 0.7960457575211671, + "score_std": 0.023254656028082576, + "time": 0.14694539546966554, + "time_std": 0.01723386957608448 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": {}, + "nodes": 4.8, + "leaves": 2.9, + "depth": 2.9, + "score": 0.9193971056266139, + "score_std": 0.019147665379954174, + "time": 0.0883545446395874, + "time_std": 0.039579025519519466 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.2, + "leaves": 3.1, + "depth": 2.98, + "score": 0.8646153846153846, + "score_std": 0.04135763108442249, + "time": 0.01182568073272705, + "time_std": 0.004759807105174735 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7692530345471521, + "score_std": 0.02618732989053553, + "time": 0.03420494556427002, + "time_std": 0.005692253033177774 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 8.32, + "leaves": 4.66, + "depth": 4.04, + "score": 0.825238095238095, + "score_std": 0.07702077347368864, + "time": 0.010711450576782227, + "time_std": 0.0025919608756963144 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 11.52, + "leaves": 6.26, + "depth": 4.56, + "score": 0.6672857142857144, + "score_std": 0.09562399199889633, + "time": 0.013603339195251465, + "time_std": 0.0050343807676017744 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 12.6, + "leaves": 6.8, + "depth": 4.68, + "score": 0.6495906432748538, + "score_std": 0.10820824829533576, + "time": 0.015140748023986817, + "time_std": 0.0031332866835327476 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.8, + "leaves": 2.4, + "depth": 2.4, + "score": 0.8625714285714287, + "score_std": 0.07532851709365015, + "time": 0.004495587348937988, + "time_std": 0.0012218913259769888 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.04, + "leaves": 1.02, + "depth": 1.02, + "score": 0.7143693693693695, + "score_std": 0.0715459100205182, + "time": 0.026650180816650392, + "time_std": 0.012574159508487313 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": {}, + "nodes": 6.24, + "leaves": 3.62, + "depth": 3.02, + "score": 0.6900000000000002, + "score_std": 0.08095876103087497, + "time": 0.007144160270690918, + "time_std": 0.0034525396185861 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 3.64, + "leaves": 2.32, + "depth": 2.2, + "score": 0.5295238095238094, + "score_std": 0.3359273218017252, + "time": 0.0067893266677856445, + "time_std": 0.004937209592222537 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.6782608695652174, + "score_std": 0.03904983647915211, + "time": 0.020911965370178223, + "time_std": 0.0014560914222369891 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.04, + "leaves": 3.52, + "depth": 3.36, + "score": 0.7644, + "score_std": 0.028803472012936236, + "time": 0.11399679660797118, + "time_std": 0.01443773047337403 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.52, + "leaves": 3.26, + "depth": 3.06, + "score": 0.8218518518518519, + "score_std": 0.041390442426722567, + "time": 0.013014249801635742, + "time_std": 0.0045597066535197055 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": {}, + "nodes": 21.0, + "leaves": 11.0, + "depth": 7.06, + "score": 0.7103030303030303, + "score_std": 0.08463326357318997, + "time": 0.24312971591949462, + "time_std": 0.03237359622182542 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": {}, + "nodes": 25.28, + "leaves": 13.14, + "depth": 6.84, + "score": 0.7158531152105811, + "score_std": 0.06313947412524874, + "time": 0.11384163379669189, + "time_std": 0.023779330635423666 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.2986666666666667, + "score_std": 0.028836705005176225, + "time": 0.024198527336120604, + "time_std": 0.002840598469919192 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.983296247818499, + "score_std": 0.008356787795559038, + "time": 0.023130064010620118, + "time_std": 0.003444615534128146 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.24, + "leaves": 2.12, + "depth": 2.12, + "score": 0.8470967741935482, + "score_std": 0.03927543549735335, + "time": 0.009038395881652832, + "time_std": 0.0018531584087483298 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": {}, + "nodes": 1.68, + "leaves": 1.34, + "depth": 1.32, + "score": 0.4776507936507936, + "score_std": 0.22296425771113912, + "time": 0.0032147932052612304, + "time_std": 0.0010654865094105322 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": {}, + "nodes": 12.64, + "leaves": 6.82, + "depth": 6.64, + "score": 0.9336190476190476, + "score_std": 0.09935579347046211, + "time": 0.015138988494873046, + "time_std": 0.0021852031215136903 + } + ], + "title": "default", + "version": "1.2.3" +} \ No newline at end of file diff --git a/results/results_accuracy_STree_macbook-pro_2021-11-01_18:28:00_0.json b/results/results_accuracy_STree_macbook-pro_2021-11-01_18:28:00_0.json new file mode 100644 index 0000000..f43c4f0 --- /dev/null +++ b/results/results_accuracy_STree_macbook-pro_2021-11-01_18:28:00_0.json @@ -0,0 +1,712 @@ +{ + "score_name": "accuracy", + "model": "STree", + "stratified": false, + "folds": 5, + "date": "2021-11-01", + "time": "18:28:00", + "duration": 167.81851983070374, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": {}, + "nodes": 17.32, + "leaves": 9.16, + "depth": 6.14, + "score": 0.9078400000000001, + "score_std": 0.02479948386559688, + "time": 0.03815538883209228, + "time_std": 0.014750797464635817 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.64, + "leaves": 2.82, + "depth": 2.66, + "score": 0.6633333333333333, + "score_std": 0.30090603922893344, + "time": 0.003237786293029785, + "time_std": 0.001052318067797358 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.4, + "leaves": 2.7, + "depth": 2.62, + "score": 0.9727573358174196, + "score_std": 0.016875593067372786, + "time": 0.016525897979736328, + "time_std": 0.006523061345290068 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.0, + "leaves": 3.5, + "depth": 3.34, + "score": 0.8085512820512819, + "score_std": 0.06662074478543409, + "time": 0.024106626510620118, + "time_std": 0.008797491087790018 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.68, + "leaves": 3.34, + "depth": 3.28, + "score": 0.9663782117163412, + "score_std": 0.012739116656968377, + "time": 0.013804192543029786, + "time_std": 0.003910549203723638 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 12.0, + "leaves": 6.5, + "depth": 4.74, + "score": 0.7202964307320024, + "score_std": 0.04784497997352227, + "time": 0.018010239601135253, + "time_std": 0.014992572568746204 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": {}, + "nodes": 87.68, + "leaves": 44.34, + "depth": 9.96, + "score": 0.8094129798398231, + "score_std": 0.023346080031830214, + "time": 0.7291979503631592, + "time_std": 0.11977540724054189 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": {}, + "nodes": 21.28, + "leaves": 11.14, + "depth": 6.02, + "score": 0.904047500690417, + "score_std": 0.015332156149647586, + "time": 0.2821458721160889, + "time_std": 0.04444924946494226 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.04, + "leaves": 4.02, + "depth": 3.02, + "score": 0.7623925667828106, + "score_std": 0.06925411402765291, + "time": 0.012864665985107422, + "time_std": 0.0028197518453648438 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": {}, + "nodes": 14.84, + "leaves": 7.92, + "depth": 6.14, + "score": 0.717371026080335, + "score_std": 0.04276529273963583, + "time": 0.16920663833618163, + "time_std": 0.06953306632079347 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": {}, + "nodes": 19.8, + "leaves": 10.4, + "depth": 6.38, + "score": 0.957904479822288, + "score_std": 0.02475767190274419, + "time": 0.024032430648803713, + "time_std": 0.003775869678881089 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.64, + "leaves": 2.32, + "depth": 2.26, + "score": 0.8406267806267804, + "score_std": 0.07093138310997177, + "time": 0.005999040603637695, + "time_std": 0.0021697559008326374 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.12, + "leaves": 1.06, + "depth": 1.06, + "score": 0.879, + "score_std": 0.05575840743780258, + "time": 0.0025881338119506836, + "time_std": 0.0009387287714805264 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.64, + "leaves": 2.82, + "depth": 2.36, + "score": 0.7275092543627711, + "score_std": 0.0473687064891389, + "time": 0.01048844814300537, + "time_std": 0.0055462666828240215 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": {}, + "nodes": 8.48, + "leaves": 4.74, + "depth": 3.72, + "score": 0.813594389246055, + "score_std": 0.046539886439772735, + "time": 0.015288057327270508, + "time_std": 0.004415797041211178 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": {}, + "nodes": 12.6, + "leaves": 6.8, + "depth": 4.9, + "score": 0.7825806451612902, + "score_std": 0.07949109728357331, + "time": 0.011764822006225585, + "time_std": 0.0028460384975089585 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.04, + "leaves": 1.02, + "depth": 1.02, + "score": 0.7133952254641912, + "score_std": 0.03827755623741007, + "time": 0.01440159797668457, + "time_std": 0.002904409715772362 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.88, + "leaves": 4.44, + "depth": 4.06, + "score": 0.8960080482897385, + "score_std": 0.03947826323457726, + "time": 0.024569516181945802, + "time_std": 0.0050484428309603875 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": {}, + "nodes": 5.0, + "leaves": 3.0, + "depth": 3.0, + "score": 0.966, + "score_std": 0.032991581417756315, + "time": 0.008128190040588379, + "time_std": 0.0041684564999138005 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": {}, + "nodes": 46.16, + "leaves": 23.58, + "depth": 7.68, + "score": 0.7012999999999999, + "score_std": 0.03009667755749792, + "time": 0.1729750633239746, + "time_std": 0.0746872565307003 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": {}, + "nodes": 100.72, + "leaves": 50.86, + "depth": 10.38, + "score": 0.7772222222222223, + "score_std": 0.04810931482404947, + "time": 0.15015413761138915, + "time_std": 0.012140347780703655 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": {}, + "nodes": 35.36, + "leaves": 18.18, + "depth": 7.34, + "score": 0.8975365896667254, + "score_std": 0.03121679591619338, + "time": 0.05712699890136719, + "time_std": 0.02058236703488441 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": {}, + "nodes": 14.24, + "leaves": 7.62, + "depth": 5.36, + "score": 0.7957241379310345, + "score_std": 0.07662729347927222, + "time": 0.013421626091003417, + "time_std": 0.003274951279819877 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.8213433721934368, + "score_std": 0.023399701915177804, + "time": 0.030572543144226073, + "time_std": 0.002142888795166022 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7615584415584413, + "score_std": 0.08204960513961217, + "time": 0.0031305217742919923, + "time_std": 0.0005494345923613086 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.0, + "leaves": 4.0, + "depth": 3.0, + "score": 0.8457960526315789, + "score_std": 0.031032047038596463, + "time": 0.06392026901245117, + "time_std": 0.012325633706899286 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.84, + "leaves": 3.92, + "depth": 3.74, + "score": 0.7993089430894308, + "score_std": 0.022476725091507496, + "time": 0.1632971954345703, + "time_std": 0.013182677146231257 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": {}, + "nodes": 9.64, + "leaves": 5.32, + "depth": 4.28, + "score": 0.9179062649450025, + "score_std": 0.016316580296653664, + "time": 0.08609144687652588, + "time_std": 0.019663860441286974 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.96, + "leaves": 3.48, + "depth": 3.42, + "score": 0.7960457575211671, + "score_std": 0.023254656028082576, + "time": 0.14873109340667726, + "time_std": 0.0227693891333239 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": {}, + "nodes": 6.2, + "leaves": 3.6, + "depth": 3.42, + "score": 0.9213697231730019, + "score_std": 0.019351576512508167, + "time": 0.07336374282836915, + "time_std": 0.014116146075839667 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.2, + "leaves": 3.1, + "depth": 2.98, + "score": 0.8646153846153846, + "score_std": 0.04135763108442249, + "time": 0.010322489738464356, + "time_std": 0.0046977954484857185 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7692530345471521, + "score_std": 0.02618732989053553, + "time": 0.032114696502685544, + "time_std": 0.004489561977974831 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 7.76, + "leaves": 4.38, + "depth": 3.76, + "score": 0.814025974025974, + "score_std": 0.06878737477986441, + "time": 0.008199472427368164, + "time_std": 0.002214911189780964 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 10.76, + "leaves": 5.88, + "depth": 4.44, + "score": 0.6645714285714286, + "score_std": 0.10801301676827298, + "time": 0.010421600341796875, + "time_std": 0.0037101008497055724 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 11.16, + "leaves": 6.08, + "depth": 4.36, + "score": 0.6571929824561404, + "score_std": 0.10601027907158274, + "time": 0.012166647911071778, + "time_std": 0.004482187477564932 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.8, + "leaves": 2.4, + "depth": 2.4, + "score": 0.8625714285714287, + "score_std": 0.07532851709365015, + "time": 0.00389063835144043, + "time_std": 0.000826331676141622 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.04, + "leaves": 1.02, + "depth": 1.02, + "score": 0.7143693693693695, + "score_std": 0.0715459100205182, + "time": 0.025271048545837404, + "time_std": 0.011561461208422634 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": {}, + "nodes": 3.72, + "leaves": 2.36, + "depth": 2.3, + "score": 0.6933333333333331, + "score_std": 0.08695110020672822, + "time": 0.004271516799926758, + "time_std": 0.0014166363591219843 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 6.28, + "leaves": 3.64, + "depth": 3.38, + "score": 0.9395238095238096, + "score_std": 0.036950049018221603, + "time": 0.008101692199707031, + "time_std": 0.001228916935435976 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.6782608695652174, + "score_std": 0.03904983647915211, + "time": 0.029592323303222656, + "time_std": 0.02516565915780406 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.04, + "leaves": 3.52, + "depth": 3.36, + "score": 0.7644, + "score_std": 0.028803472012936236, + "time": 0.14859331607818604, + "time_std": 0.0650982896338336 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.52, + "leaves": 3.26, + "depth": 3.06, + "score": 0.8218518518518519, + "score_std": 0.041390442426722567, + "time": 0.014257497787475586, + "time_std": 0.005694522182515207 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": {}, + "nodes": 25.2, + "leaves": 13.1, + "depth": 7.16, + "score": 0.9551515151515152, + "score_std": 0.008647612806361048, + "time": 0.20567551136016846, + "time_std": 0.017227501104840785 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": {}, + "nodes": 20.24, + "leaves": 10.62, + "depth": 5.64, + "score": 0.7528708666898712, + "score_std": 0.05136191833168452, + "time": 0.10520602703094482, + "time_std": 0.02529400269201751 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": {}, + "nodes": 15.16, + "leaves": 8.08, + "depth": 5.42, + "score": 0.9833333333333334, + "score_std": 0.01092906420717001, + "time": 0.034115414619445804, + "time_std": 0.003100937110222395 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.983296247818499, + "score_std": 0.008356787795559038, + "time": 0.023022785186767578, + "time_std": 0.0021911538038089733 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.24, + "leaves": 2.12, + "depth": 2.12, + "score": 0.8470967741935482, + "score_std": 0.03927543549735335, + "time": 0.009265270233154297, + "time_std": 0.0018571613624516858 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": {}, + "nodes": 5.8, + "leaves": 3.4, + "depth": 3.0, + "score": 0.9634603174603176, + "score_std": 0.025323286387420377, + "time": 0.004738073348999023, + "time_std": 0.001284932098242479 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": {}, + "nodes": 13.64, + "leaves": 7.32, + "depth": 6.98, + "score": 0.9564761904761905, + "score_std": 0.04626660393259681, + "time": 0.0126005220413208, + "time_std": 0.0016710642901795751 + } + ], + "title": "default", + "version": "1.2.3" +} \ No newline at end of file diff --git a/results/results_accuracy_STree_macbook-pro_2021-11-01_18:50:21_0.json b/results/results_accuracy_STree_macbook-pro_2021-11-01_18:50:21_0.json new file mode 100644 index 0000000..f4ac71d --- /dev/null +++ b/results/results_accuracy_STree_macbook-pro_2021-11-01_18:50:21_0.json @@ -0,0 +1,859 @@ +{ + "score_name": "accuracy", + "model": "STree", + "stratified": false, + "folds": 5, + "date": "2021-11-01", + "time": "18:50:21", + "duration": 143.82110691070557, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 14.52, + "leaves": 7.76, + "depth": 5.6, + "score": 0.77056, + "score_std": 0.0544338718079102, + "time": 0.046800270080566406, + "time_std": 0.03223094764902604 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 3.96, + "leaves": 2.48, + "depth": 2.38, + "score": 0.465, + "score_std": 0.24669481821338143, + "time": 0.0044000959396362305, + "time_std": 0.0017330674391771463 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 8.0, + "leaves": 4.5, + "depth": 3.68, + "score": 0.9428877503493247, + "score_std": 0.02299520063426049, + "time": 0.022564802169799805, + "time_std": 0.011208821887714595 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.08, + "leaves": 1.04, + "depth": 1.04, + "score": 0.7626923076923078, + "score_std": 0.0691680627695892, + "time": 0.004985151290893555, + "time_std": 0.0027006722821419655 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 8.08, + "leaves": 4.54, + "depth": 4.06, + "score": 0.9566557040082219, + "score_std": 0.0161318108009183, + "time": 0.017001266479492187, + "time_std": 0.005543832176331203 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 4.6, + "leaves": 2.8, + "depth": 2.36, + "score": 0.7041984271022383, + "score_std": 0.046067500979428, + "time": 0.008963546752929687, + "time_std": 0.0065728282088756956 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 100.6, + "leaves": 50.8, + "depth": 12.28, + "score": 0.6945397404032033, + "score_std": 0.05655954707359318, + "time": 0.6394472026824951, + "time_std": 0.12142344977616644 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 32.68, + "leaves": 16.84, + "depth": 7.4, + "score": 0.8491988953327811, + "score_std": 0.026458206773214223, + "time": 0.23636823177337646, + "time_std": 0.053748421907894896 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 13.04, + "leaves": 7.02, + "depth": 4.56, + "score": 0.7370847851335657, + "score_std": 0.06390410348033335, + "time": 0.01655653476715088, + "time_std": 0.005889666977753662 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 8.32, + "leaves": 4.66, + "depth": 4.02, + "score": 0.648663620788121, + "score_std": 0.04158285745509056, + "time": 0.03012824535369873, + "time_std": 0.009129832906879558 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 28.96, + "leaves": 14.98, + "depth": 8.46, + "score": 0.8488893002591632, + "score_std": 0.06558040326022983, + "time": 0.037285056114196774, + "time_std": 0.009175516908726047 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 5.32, + "leaves": 3.16, + "depth": 2.8, + "score": 0.728091168091168, + "score_std": 0.11760262752242642, + "time": 0.0068393278121948245, + "time_std": 0.003334477145663787 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.88, + "score_std": 0.0547722557505166, + "time": 0.0023125362396240233, + "time_std": 0.0007377480772515674 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.08, + "leaves": 1.04, + "depth": 1.04, + "score": 0.7353199365415125, + "score_std": 0.048398466240040176, + "time": 0.004325113296508789, + "time_std": 0.0013037948224787987 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 7.64, + "leaves": 4.32, + "depth": 3.7, + "score": 0.7857218001168907, + "score_std": 0.0749769564316673, + "time": 0.016049418449401855, + "time_std": 0.010770804364637614 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 4.16, + "leaves": 2.58, + "depth": 2.38, + "score": 0.7980645161290323, + "score_std": 0.07061790606955351, + "time": 0.006092138290405273, + "time_std": 0.0042302629178208795 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.7135661656351313, + "score_std": 0.038048725185040336, + "time": 0.010185594558715821, + "time_std": 0.0019187553476538244 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 6.76, + "leaves": 3.88, + "depth": 3.56, + "score": 0.8336458752515089, + "score_std": 0.07763495684012432, + "time": 0.01610783576965332, + "time_std": 0.005086725751601214 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 5.12, + "leaves": 3.06, + "depth": 3.04, + "score": 0.9226666666666665, + "score_std": 0.09785249670351345, + "time": 0.007300267219543457, + "time_std": 0.0018861737800045049 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 23.4, + "leaves": 12.2, + "depth": 6.34, + "score": 0.48969999999999997, + "score_std": 0.12006835553133889, + "time": 0.13187990665435792, + "time_std": 0.021261888650081842 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 107.72, + "leaves": 54.36, + "depth": 12.0, + "score": 0.693611111111111, + "score_std": 0.063001690159574, + "time": 0.17424524307250977, + "time_std": 0.05503030616109599 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 35.04, + "leaves": 18.02, + "depth": 7.5, + "score": 0.8734279668488802, + "score_std": 0.035017783939105394, + "time": 0.06321229457855225, + "time_std": 0.008741469542098848 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 6.04, + "leaves": 3.52, + "depth": 3.14, + "score": 0.6463448275862069, + "score_std": 0.12324764620960603, + "time": 0.009086694717407227, + "time_std": 0.005092633176093954 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 5.12, + "leaves": 3.06, + "depth": 2.84, + "score": 0.8076975388601036, + "score_std": 0.028219874719622052, + "time": 0.032305393218994144, + "time_std": 0.008577520848969027 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 16.04, + "leaves": 8.52, + "depth": 5.08, + "score": 0.6664069264069264, + "score_std": 0.1203577184798246, + "time": 0.014973087310791016, + "time_std": 0.006525054078036032 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 21.04, + "leaves": 11.02, + "depth": 6.02, + "score": 0.7433026315789474, + "score_std": 0.049068842930806655, + "time": 0.04597508430480957, + "time_std": 0.011803362662191544 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 2.12, + "leaves": 1.56, + "depth": 1.5, + "score": 0.6767149689143949, + "score_std": 0.03357349849723687, + "time": 0.05114763736724853, + "time_std": 0.026522953221023396 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 16.0, + "leaves": 8.5, + "depth": 5.42, + "score": 0.8872855093256815, + "score_std": 0.027011704019138598, + "time": 0.06032747745513916, + "time_std": 0.011735588542032396 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 6.36, + "leaves": 3.68, + "depth": 3.2, + "score": 0.6642532876959107, + "score_std": 0.06739650480206379, + "time": 0.05613978385925293, + "time_std": 0.023860762877284676 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 11.88, + "leaves": 6.44, + "depth": 4.72, + "score": 0.8356500330270822, + "score_std": 0.02666302741381809, + "time": 0.06041942596435547, + "time_std": 0.014134204547977284 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 3.64, + "leaves": 2.32, + "depth": 2.32, + "score": 0.821025641025641, + "score_std": 0.06332658533551616, + "time": 0.0068161249160766605, + "time_std": 0.0026850725055428183 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 2.0, + "leaves": 1.5, + "depth": 1.44, + "score": 0.6631389525507173, + "score_std": 0.04374632392647789, + "time": 0.020101375579833984, + "time_std": 0.008959555050193812 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 5.24, + "leaves": 3.12, + "depth": 2.88, + "score": 0.8109090909090909, + "score_std": 0.09306529712348205, + "time": 0.00933767318725586, + "time_std": 0.009597903045296272 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 5.96, + "leaves": 3.48, + "depth": 2.86, + "score": 0.6165238095238095, + "score_std": 0.1278324530564198, + "time": 0.009498152732849121, + "time_std": 0.007029281711040237 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 9.84, + "leaves": 5.42, + "depth": 4.52, + "score": 0.619298245614035, + "score_std": 0.1026528193145448, + "time": 0.01321561336517334, + "time_std": 0.006265880792435712 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.8628095238095238, + "score_std": 0.0747571882042698, + "time": 0.0023016929626464844, + "time_std": 0.0010731679539575886 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.7143693693693695, + "score_std": 0.0715459100205182, + "time": 0.002978377342224121, + "time_std": 0.0006256364830922724 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.96, + "leaves": 1.48, + "depth": 1.48, + "score": 0.7099999999999999, + "score_std": 0.07477538381507216, + "time": 0.00314023494720459, + "time_std": 0.001439349575216979 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 7.96, + "leaves": 4.48, + "depth": 4.0, + "score": 0.8766666666666667, + "score_std": 0.07106095878853295, + "time": 0.012233996391296386, + "time_std": 0.0035785154536093 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.6782608695652174, + "score_std": 0.03904983647915211, + "time": 0.01399627685546875, + "time_std": 0.0022823625309789045 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.52, + "leaves": 1.26, + "depth": 1.22, + "score": 0.6993, + "score_std": 0.029172075688918664, + "time": 0.026026906967163085, + "time_std": 0.006431888053374906 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 9.96, + "leaves": 5.48, + "depth": 4.36, + "score": 0.7514814814814815, + "score_std": 0.0534271294556012, + "time": 0.014906625747680664, + "time_std": 0.006921119869294442 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 39.6, + "leaves": 20.3, + "depth": 9.02, + "score": 0.8650216450216449, + "score_std": 0.057096531136366556, + "time": 0.3161307144165039, + "time_std": 0.04422479486695968 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 37.84, + "leaves": 19.42, + "depth": 8.08, + "score": 0.6519867734075879, + "score_std": 0.04312975850814674, + "time": 0.11281955242156982, + "time_std": 0.02424919617454012 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 36.28, + "leaves": 18.64, + "depth": 7.92, + "score": 0.8504999999999999, + "score_std": 0.06807695808584739, + "time": 0.07526818752288818, + "time_std": 0.020510555515756534 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 3.16, + "leaves": 2.08, + "depth": 1.84, + "score": 0.6754722949389179, + "score_std": 0.04664975147525968, + "time": 0.03665303707122803, + "time_std": 0.01423554178247922 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 1.96, + "leaves": 1.48, + "depth": 1.44, + "score": 0.7, + "score_std": 0.07626832527443153, + "time": 0.008717331886291504, + "time_std": 0.005653829734372664 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 14.24, + "leaves": 7.62, + "depth": 4.96, + "score": 0.9010793650793651, + "score_std": 0.06258594695183495, + "time": 0.017222676277160644, + "time_std": 0.006665274652587567 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": { + "max_features": "auto", + "splitter": "trandom" + }, + "nodes": 17.72, + "leaves": 9.36, + "depth": 6.7, + "score": 0.8750000000000001, + "score_std": 0.07892165810418475, + "time": 0.042161693572998045, + "time_std": 0.030002579134049533 + } + ], + "title": "default", + "version": "1.2.3" +} \ No newline at end of file diff --git a/results/results_accuracy_STree_macbook-pro_2021-11-01_18:56:42_0.json b/results/results_accuracy_STree_macbook-pro_2021-11-01_18:56:42_0.json new file mode 100644 index 0000000..12efb6b --- /dev/null +++ b/results/results_accuracy_STree_macbook-pro_2021-11-01_18:56:42_0.json @@ -0,0 +1,859 @@ +{ + "score_name": "accuracy", + "model": "STree", + "stratified": false, + "folds": 5, + "date": "2021-11-01", + "time": "18:56:42", + "duration": 875.7307510375977, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 29.36, + "leaves": 15.18, + "depth": 7.04, + "score": 0.8446400000000002, + "score_std": 0.03509402228300427, + "time": 0.314741530418396, + "time_std": 0.04994305884645663 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 5.52, + "leaves": 3.26, + "depth": 3.14, + "score": 0.7833333333333331, + "score_std": 0.2713136766016618, + "time": 0.023671793937683105, + "time_std": 0.009509581127623967 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 6.52, + "leaves": 3.76, + "depth": 3.36, + "score": 0.9506148113646948, + "score_std": 0.016760290481343566, + "time": 0.09348361015319824, + "time_std": 0.02350216147748286 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 1.36, + "leaves": 1.18, + "depth": 1.18, + "score": 0.7631923076923076, + "score_std": 0.06880246070894211, + "time": 0.020339741706848144, + "time_std": 0.006223537067493386 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 7.0, + "leaves": 4.0, + "depth": 3.84, + "score": 0.9599434737923948, + "score_std": 0.01787003608568562, + "time": 0.07650461196899414, + "time_std": 0.012177339981569795 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 13.44, + "leaves": 7.22, + "depth": 5.02, + "score": 0.7139927404718692, + "score_std": 0.04953025578398108, + "time": 0.0996292781829834, + "time_std": 0.03934279027492589 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 223.08, + "leaves": 112.04, + "depth": 23.42, + "score": 0.7907325048329191, + "score_std": 0.02381315649896072, + "time": 4.4113147163391115, + "time_std": 0.5604352896178181 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 48.8, + "leaves": 24.9, + "depth": 8.9, + "score": 0.8832561170947253, + "score_std": 0.02049585132750282, + "time": 1.4532382774353028, + "time_std": 0.18659144133947597 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 15.64, + "leaves": 8.32, + "depth": 5.34, + "score": 0.7565853658536585, + "score_std": 0.05994250747027105, + "time": 0.10710847854614258, + "time_std": 0.03203109952610804 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 8.84, + "leaves": 4.92, + "depth": 4.08, + "score": 0.6658195316961737, + "score_std": 0.034755366200962645, + "time": 0.1808857774734497, + "time_std": 0.06145795598797117 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 27.84, + "leaves": 14.42, + "depth": 8.72, + "score": 0.9497001110699742, + "score_std": 0.03281430214407123, + "time": 0.19438194751739502, + "time_std": 0.06348330991054782 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 4.2, + "leaves": 2.6, + "depth": 2.38, + "score": 0.848974358974359, + "score_std": 0.06695913759706462, + "time": 0.03557619571685791, + "time_std": 0.014875942444120821 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.88, + "score_std": 0.0547722557505166, + "time": 0.014663228988647461, + "time_std": 0.006602378141277372 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 4.68, + "leaves": 2.84, + "depth": 2.38, + "score": 0.7261819143310418, + "score_std": 0.046974913251216534, + "time": 0.04337137699127197, + "time_std": 0.027267944835653306 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 11.2, + "leaves": 6.1, + "depth": 4.84, + "score": 0.7935125657510228, + "score_std": 0.06090047911583156, + "time": 0.0807943058013916, + "time_std": 0.025808012860337393 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 7.56, + "leaves": 4.28, + "depth": 3.84, + "score": 0.8045161290322581, + "score_std": 0.07395754892276983, + "time": 0.044456038475036624, + "time_std": 0.02455343245919017 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.7135661656351313, + "score_std": 0.038048725185040336, + "time": 0.05385188102722168, + "time_std": 0.007508551240512186 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 10.44, + "leaves": 5.72, + "depth": 5.34, + "score": 0.8877102615694165, + "score_std": 0.032858364863469956, + "time": 0.1111273431777954, + "time_std": 0.017951032004031107 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 5.8, + "leaves": 3.4, + "depth": 3.4, + "score": 0.9353333333333333, + "score_std": 0.04077580982232807, + "time": 0.041378650665283206, + "time_std": 0.010997564271194984 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 50.32, + "leaves": 25.66, + "depth": 7.88, + "score": 0.6885999999999999, + "score_std": 0.03541242719724248, + "time": 1.0215345668792724, + "time_std": 0.10244942696253682 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 110.0, + "leaves": 55.5, + "depth": 12.9, + "score": 0.7258333333333331, + "score_std": 0.05818831179566588, + "time": 0.8742968463897705, + "time_std": 0.10383663713376776 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 41.12, + "leaves": 21.06, + "depth": 8.28, + "score": 0.8785364133309824, + "score_std": 0.034171008792067296, + "time": 0.3750376081466675, + "time_std": 0.07195133992000981 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 14.04, + "leaves": 7.52, + "depth": 5.3, + "score": 0.7275862068965517, + "score_std": 0.10033949505916255, + "time": 0.07700376033782959, + "time_std": 0.03269092530362884 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 3.12, + "leaves": 2.06, + "depth": 2.06, + "score": 0.8165479274611398, + "score_std": 0.023830462165504267, + "time": 0.16856062412261963, + "time_std": 0.031669114202454746 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 14.68, + "leaves": 7.84, + "depth": 4.98, + "score": 0.7574458874458873, + "score_std": 0.09667201719120466, + "time": 0.05621824741363526, + "time_std": 0.011725448632139373 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 20.0, + "leaves": 10.5, + "depth": 6.3, + "score": 0.7693464912280702, + "score_std": 0.04900109333834644, + "time": 0.25002986431121826, + "time_std": 0.058533130141422925 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 5.44, + "leaves": 3.22, + "depth": 3.0, + "score": 0.7268938307030129, + "score_std": 0.04810611872256133, + "time": 0.38036141872406004, + "time_std": 0.15037901634150544 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 19.36, + "leaves": 10.18, + "depth": 6.18, + "score": 0.8971669057867048, + "score_std": 0.019417927734307314, + "time": 0.3702027177810669, + "time_std": 0.06572377231445306 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 8.4, + "leaves": 4.7, + "depth": 3.72, + "score": 0.7191827298384676, + "score_std": 0.03845659744173081, + "time": 0.3340942478179932, + "time_std": 0.06782556491308145 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 21.56, + "leaves": 11.28, + "depth": 7.36, + "score": 0.8612970635921455, + "score_std": 0.02785125896060016, + "time": 0.3936304092407227, + "time_std": 0.07905328411721516 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 5.32, + "leaves": 3.16, + "depth": 3.08, + "score": 0.8630769230769231, + "score_std": 0.050665524745773904, + "time": 0.057764320373535155, + "time_std": 0.07100554781161118 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 3.12, + "leaves": 2.06, + "depth": 2.06, + "score": 0.7415151515151515, + "score_std": 0.039306614599336764, + "time": 0.27002142906188964, + "time_std": 0.1300086804142877 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 9.44, + "leaves": 5.22, + "depth": 4.36, + "score": 0.8242424242424242, + "score_std": 0.08411757810289604, + "time": 0.04842607975006104, + "time_std": 0.017714508088230232 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 17.36, + "leaves": 9.18, + "depth": 5.8, + "score": 0.6614285714285714, + "score_std": 0.09774556261712276, + "time": 0.08867889404296875, + "time_std": 0.025954847248509733 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 13.92, + "leaves": 7.46, + "depth": 5.42, + "score": 0.6186549707602339, + "score_std": 0.09087329802667218, + "time": 0.07614920616149902, + "time_std": 0.017492589780699928 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 1.08, + "leaves": 1.04, + "depth": 1.04, + "score": 0.8628095238095238, + "score_std": 0.0747571882042698, + "time": 0.008916330337524415, + "time_std": 0.0024633566459523024 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.7143693693693695, + "score_std": 0.0715459100205182, + "time": 0.012993903160095214, + "time_std": 0.0016962051598639395 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 3.08, + "leaves": 2.04, + "depth": 1.92, + "score": 0.7022222222222223, + "score_std": 0.08070675465482166, + "time": 0.017907791137695313, + "time_std": 0.01175776328139405 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 8.4, + "leaves": 4.7, + "depth": 4.4, + "score": 0.9238095238095237, + "score_std": 0.04096345365258393, + "time": 0.05439496040344238, + "time_std": 0.013248608044724976 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.6782608695652174, + "score_std": 0.03904983647915211, + "time": 0.07628304958343506, + "time_std": 0.02969729394147307 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 2.68, + "leaves": 1.84, + "depth": 1.58, + "score": 0.7017000000000002, + "score_std": 0.030993709039093712, + "time": 0.16001890182495118, + "time_std": 0.0518323725011578 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 11.64, + "leaves": 6.32, + "depth": 4.72, + "score": 0.7781481481481483, + "score_std": 0.04934273072546569, + "time": 0.07587674617767334, + "time_std": 0.02828842189733183 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 56.28, + "leaves": 28.64, + "depth": 11.38, + "score": 0.9306060606060604, + "score_std": 0.02717432257251276, + "time": 2.4259570407867432, + "time_std": 0.7684775742915453 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 51.92, + "leaves": 26.46, + "depth": 9.68, + "score": 0.6918447615732682, + "score_std": 0.039127451692504964, + "time": 1.0927565145492553, + "time_std": 0.5006733914968643 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 44.96, + "leaves": 22.98, + "depth": 8.06, + "score": 0.9133333333333333, + "score_std": 0.024999999999999994, + "time": 0.478189435005188, + "time_std": 0.17060080703675887 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 13.92, + "leaves": 7.46, + "depth": 4.36, + "score": 0.7353708551483422, + "score_std": 0.07850240431125012, + "time": 0.26310469627380373, + "time_std": 0.10238483108532202 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 7.84, + "leaves": 4.42, + "depth": 3.86, + "score": 0.8293548387096773, + "score_std": 0.050294657265237214, + "time": 0.080311598777771, + "time_std": 0.02193275175153166 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 11.52, + "leaves": 6.26, + "depth": 4.5, + "score": 0.931952380952381, + "score_std": 0.04377782669748754, + "time": 0.06620390892028809, + "time_std": 0.015099186573593973 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": { + "max_features": "auto", + "splitter": "random" + }, + "nodes": 18.08, + "leaves": 9.54, + "depth": 8.32, + "score": 0.9306190476190476, + "score_std": 0.06457608144494818, + "time": 0.09589512348175049, + "time_std": 0.024444045530433535 + } + ], + "title": "default", + "version": "1.2.3" +} \ No newline at end of file diff --git a/results/results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json b/results/results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json new file mode 100644 index 0000000..362c276 --- /dev/null +++ b/results/results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json @@ -0,0 +1,859 @@ +{ + "score_name": "accuracy", + "model": "STree", + "stratified": false, + "folds": 5, + "date": "2021-11-01", + "time": "19:17:07", + "duration": 4115.042420864105, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 18.78, + "leaves": 9.88, + "depth": 5.9, + "score": NaN, + "score_std": NaN, + "time": 0.23330417156219482, + "time_std": 0.048087665954193885 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 4.72, + "leaves": 2.86, + "depth": 2.78, + "score": 0.5566666666666668, + "score_std": 0.2941277122460771, + "time": 0.021352062225341795, + "time_std": 0.005808742398555902 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 6.34, + "leaves": 3.66, + "depth": 3.5, + "score": NaN, + "score_std": NaN, + "time": 0.401257061958313, + "time_std": 0.07412488954035189 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.72, + "leaves": 1.36, + "depth": 1.36, + "score": 0.7621794871794871, + "score_std": 0.06710004600274146, + "time": 0.11651344776153565, + "time_std": 0.06591102690356337 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 5.8, + "leaves": 3.4, + "depth": 3.36, + "score": 0.9592250770811923, + "score_std": 0.014554348848704999, + "time": 0.1478545618057251, + "time_std": 0.020419480773263374 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 6.16, + "leaves": 3.56, + "depth": 3.42, + "score": NaN, + "score_std": NaN, + "time": 0.11039722442626954, + "time_std": 0.06210483736075941 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 41.52, + "leaves": 21.14, + "depth": 8.8, + "score": NaN, + "score_std": NaN, + "time": 3.9766879796981813, + "time_std": 0.9151663540578105 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 20.88, + "leaves": 10.9, + "depth": 6.0, + "score": NaN, + "score_std": NaN, + "time": 1.657118821144104, + "time_std": 0.32172103166558413 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 13.18, + "leaves": 7.08, + "depth": 4.66, + "score": NaN, + "score_std": NaN, + "time": 1.3676620960235595, + "time_std": 0.5325323156595473 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 4.52, + "leaves": 2.76, + "depth": 2.68, + "score": 0.6638568437083572, + "score_std": 0.03712163130225706, + "time": 0.37873063564300535, + "time_std": 0.183016784550629 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 18.4, + "leaves": 9.7, + "depth": 6.74, + "score": 0.9587338022954462, + "score_std": 0.024233083712969238, + "time": 1.5716090679168702, + "time_std": 0.5530620641812005 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 3.04, + "leaves": 2.02, + "depth": 2.02, + "score": 0.855156695156695, + "score_std": 0.06266151037590971, + "time": 0.05919990062713623, + "time_std": 0.011073717584111756 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.88, + "score_std": 0.0547722557505166, + "time": 0.02746262550354004, + "time_std": 0.01040171957861759 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.92, + "leaves": 1.36, + "depth": 1.84, + "score": NaN, + "score_std": NaN, + "time": 0.021888227462768556, + "time_std": 0.013721911772333317 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 6.36, + "leaves": 3.68, + "depth": 3.4, + "score": 0.8037463471654003, + "score_std": 0.048507217236332716, + "time": 0.1568096923828125, + "time_std": 0.04548054341259107 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 4.26, + "leaves": 2.62, + "depth": 2.38, + "score": NaN, + "score_std": NaN, + "time": 0.13556980609893798, + "time_std": 0.09738847551268014 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.7135661656351313, + "score_std": 0.038048725185040336, + "time": 0.04697585105895996, + "time_std": 0.009319869024571067 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 6.62, + "leaves": 3.8, + "depth": 3.68, + "score": NaN, + "score_std": NaN, + "time": 0.43261568069458006, + "time_std": 0.1203589287143651 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 5.0, + "leaves": 3.0, + "depth": 3.0, + "score": 0.9553333333333331, + "score_std": 0.0295221197673127, + "time": 0.05880905151367188, + "time_std": 0.030683507003767284 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 24.68, + "leaves": 12.82, + "depth": 6.04, + "score": NaN, + "score_std": NaN, + "time": 1.0960806465148927, + "time_std": 0.2569562117525986 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 15.94, + "leaves": 8.06, + "depth": 9.98, + "score": NaN, + "score_std": NaN, + "time": 7.918476514816284, + "time_std": 4.523357567107953 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 21.02, + "leaves": 10.82, + "depth": 7.5, + "score": NaN, + "score_std": NaN, + "time": 5.516749286651612, + "time_std": 1.5967287706922784 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 4.24, + "leaves": 2.62, + "depth": 2.42, + "score": 0.6430574712643677, + "score_std": 0.11622985095663692, + "time": 0.15373097419738768, + "time_std": 0.09630802209142511 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 3.08, + "leaves": 2.04, + "depth": 2.04, + "score": 0.8172760146804835, + "score_std": 0.02227227188271779, + "time": 0.08565653800964355, + "time_std": 0.010440249149778561 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 11.18, + "leaves": 6.08, + "depth": 4.2, + "score": NaN, + "score_std": NaN, + "time": 0.8062765884399414, + "time_std": 0.3043906987511426 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 15.04, + "leaves": 8.02, + "depth": 5.06, + "score": 0.739747807017544, + "score_std": 0.049023720603262086, + "time": 8.218964619636536, + "time_std": 24.22936251192802 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.8, + "leaves": 1.4, + "depth": 1.4, + "score": 0.6747513151602104, + "score_std": 0.02805948085218652, + "time": 0.3347061347961426, + "time_std": 0.14471256643972377 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 10.92, + "leaves": 5.92, + "depth": 4.6, + "score": NaN, + "score_std": NaN, + "time": 0.8252322387695312, + "time_std": 0.1689867212720567 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 9.78, + "leaves": 5.36, + "depth": 4.58, + "score": NaN, + "score_std": NaN, + "time": 0.6476831912994385, + "time_std": 0.2510785700135029 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 6.88, + "leaves": 3.92, + "depth": 3.96, + "score": NaN, + "score_std": NaN, + "time": 0.6995281982421875, + "time_std": 0.20416980252110092 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 6.04, + "leaves": 3.52, + "depth": 3.4, + "score": 0.8656410256410255, + "score_std": 0.04715718536440063, + "time": 0.2024482822418213, + "time_std": 0.041679247929405305 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 3.36, + "leaves": 2.18, + "depth": 2.18, + "score": 0.7555699855699856, + "score_std": 0.026071249124277357, + "time": 0.11018041133880616, + "time_std": 0.015981550148259464 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 4.4, + "leaves": 2.66, + "depth": 2.86, + "score": NaN, + "score_std": NaN, + "time": 0.08267138481140136, + "time_std": 0.04320844494910074 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 6.12, + "leaves": 3.54, + "depth": 3.32, + "score": NaN, + "score_std": NaN, + "time": 0.10082945346832276, + "time_std": 0.030223867202597298 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 8.14, + "leaves": 4.54, + "depth": 3.94, + "score": NaN, + "score_std": NaN, + "time": 0.1462726402282715, + "time_std": 0.051240780130172595 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.8628095238095238, + "score_std": 0.0747571882042698, + "time": 0.021972088813781737, + "time_std": 0.003819453019423127 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.7143693693693695, + "score_std": 0.0715459100205182, + "time": 0.04498013973236084, + "time_std": 0.010887584800643972 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.24, + "leaves": 1.1, + "depth": 1.2, + "score": NaN, + "score_std": NaN, + "time": 0.030997161865234376, + "time_std": 0.010812193782303116 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 8.16, + "leaves": 4.58, + "depth": 4.12, + "score": 0.8895238095238095, + "score_std": 0.05254519704431894, + "time": 0.14443633556365967, + "time_std": 0.027390718772962643 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.6782608695652174, + "score_std": 0.03904983647915211, + "time": 0.0670243501663208, + "time_std": 0.0032695152984500934 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 3.76, + "leaves": 2.38, + "depth": 2.3, + "score": 0.7114, + "score_std": 0.032787802610117066, + "time": 0.31878210067749024, + "time_std": 0.15745286923647758 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 5.72, + "leaves": 3.36, + "depth": 3.18, + "score": 0.7770370370370372, + "score_std": 0.047279921176986504, + "time": 0.16321456909179688, + "time_std": 0.05491986712932649 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 33.72, + "leaves": 17.26, + "depth": 8.9, + "score": NaN, + "score_std": NaN, + "time": 2.2605089950561523, + "time_std": 0.5281135673254995 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 29.76, + "leaves": 15.3, + "depth": 7.76, + "score": NaN, + "score_std": NaN, + "time": 1.4117946910858155, + "time_std": 0.32902609386000614 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 23.36, + "leaves": 12.18, + "depth": 5.9, + "score": 0.9494999999999999, + "score_std": 0.0215, + "time": 2.877303485870361, + "time_std": 3.3802458181271033 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 13.5, + "leaves": 7.24, + "depth": 5.18, + "score": NaN, + "score_std": NaN, + "time": 0.29811314105987546, + "time_std": 0.16349860688880868 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 6.52, + "leaves": 3.76, + "depth": 3.64, + "score": 0.8254838709677418, + "score_std": 0.04899510476938654, + "time": 0.0902666187286377, + "time_std": 0.020145062050195707 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 7.02, + "leaves": 4.0, + "depth": 3.34, + "score": NaN, + "score_std": NaN, + "time": 0.14963967800140382, + "time_std": 0.029198707180122286 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": { + "max_features": "auto", + "splitter": "mutual" + }, + "nodes": 11.52, + "leaves": 6.2, + "depth": 6.42, + "score": NaN, + "score_std": NaN, + "time": 36.339180612564085, + "time_std": 251.6950015788668 + } + ], + "title": "default", + "version": "1.2.3" +} \ No newline at end of file diff --git a/results/results_accuracy_STree_macbook-pro_2021-11-10_12:59:30_0.json b/results/results_accuracy_STree_macbook-pro_2021-11-10_12:59:30_0.json new file mode 100644 index 0000000..791f4f0 --- /dev/null +++ b/results/results_accuracy_STree_macbook-pro_2021-11-10_12:59:30_0.json @@ -0,0 +1,712 @@ +{ + "score_name": "accuracy", + "model": "STree", + "stratified": false, + "folds": 5, + "date": "2021-11-10", + "time": "12:59:30", + "duration": 209.97687602043152, + "seeds": [ + 57, + 31, + 1714, + 17, + 23, + 79, + 83, + 97, + 7, + 1 + ], + "platform": "macbook-pro", + "results": [ + { + "dataset": "balance-scale", + "samples": 625, + "features": 4, + "classes": 3, + "hyperparameters": {}, + "nodes": 17.32, + "leaves": 9.16, + "depth": 6.14, + "score": 0.9078400000000001, + "score_std": 0.02479948386559688, + "time": 0.03772709846496582, + "time_std": 0.014522287689672012 + }, + { + "dataset": "balloons", + "samples": 16, + "features": 4, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.64, + "leaves": 2.82, + "depth": 2.66, + "score": 0.6633333333333333, + "score_std": 0.30090603922893344, + "time": 0.008353047370910645, + "time_std": 0.01795831435285118 + }, + { + "dataset": "breast-cancer-wisc-diag", + "samples": 569, + "features": 30, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.4, + "leaves": 2.7, + "depth": 2.62, + "score": 0.9727573358174196, + "score_std": 0.016875593067372786, + "time": 0.013324007987976075, + "time_std": 0.0038549457879962987 + }, + { + "dataset": "breast-cancer-wisc-prog", + "samples": 198, + "features": 33, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.0, + "leaves": 3.5, + "depth": 3.34, + "score": 0.8085512820512819, + "score_std": 0.06662074478543409, + "time": 0.025097050666809083, + "time_std": 0.012142361216599486 + }, + { + "dataset": "breast-cancer-wisc", + "samples": 699, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.68, + "leaves": 3.34, + "depth": 3.28, + "score": 0.9663782117163412, + "score_std": 0.012739116656968377, + "time": 0.01579026699066162, + "time_std": 0.011190894083197409 + }, + { + "dataset": "breast-cancer", + "samples": 286, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 12.0, + "leaves": 6.5, + "depth": 4.74, + "score": 0.7202964307320024, + "score_std": 0.04784497997352227, + "time": 0.0181414270401001, + "time_std": 0.00894553196323999 + }, + { + "dataset": "cardiotocography-10clases", + "samples": 2126, + "features": 21, + "classes": 10, + "hyperparameters": {}, + "nodes": 87.68, + "leaves": 44.34, + "depth": 9.96, + "score": 0.8094129798398231, + "score_std": 0.023346080031830214, + "time": 0.8741255950927734, + "time_std": 0.3502129972438797 + }, + { + "dataset": "cardiotocography-3clases", + "samples": 2126, + "features": 21, + "classes": 3, + "hyperparameters": {}, + "nodes": 21.28, + "leaves": 11.14, + "depth": 6.02, + "score": 0.904047500690417, + "score_std": 0.015332156149647586, + "time": 0.3448308372497559, + "time_std": 0.12664181892941606 + }, + { + "dataset": "conn-bench-sonar-mines-rocks", + "samples": 208, + "features": 60, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.04, + "leaves": 4.02, + "depth": 3.02, + "score": 0.7623925667828106, + "score_std": 0.06925411402765291, + "time": 0.012538952827453613, + "time_std": 0.004080297282324894 + }, + { + "dataset": "cylinder-bands", + "samples": 512, + "features": 35, + "classes": 2, + "hyperparameters": {}, + "nodes": 14.84, + "leaves": 7.92, + "depth": 6.14, + "score": 0.717371026080335, + "score_std": 0.04276529273963583, + "time": 0.26185630321502684, + "time_std": 0.27551924268703043 + }, + { + "dataset": "dermatology", + "samples": 366, + "features": 34, + "classes": 6, + "hyperparameters": {}, + "nodes": 19.8, + "leaves": 10.4, + "depth": 6.38, + "score": 0.957904479822288, + "score_std": 0.02475767190274419, + "time": 0.05687458515167236, + "time_std": 0.08710313914035749 + }, + { + "dataset": "echocardiogram", + "samples": 131, + "features": 10, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.64, + "leaves": 2.32, + "depth": 2.26, + "score": 0.8406267806267804, + "score_std": 0.07093138310997177, + "time": 0.007647271156311035, + "time_std": 0.007505108264168767 + }, + { + "dataset": "fertility", + "samples": 100, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.12, + "leaves": 1.06, + "depth": 1.06, + "score": 0.879, + "score_std": 0.05575840743780258, + "time": 0.0034107255935668947, + "time_std": 0.002495999770712308 + }, + { + "dataset": "haberman-survival", + "samples": 306, + "features": 3, + "classes": 2, + "hyperparameters": {}, + "nodes": 4.64, + "leaves": 2.82, + "depth": 2.36, + "score": 0.7275092543627711, + "score_std": 0.0473687064891389, + "time": 0.015552620887756347, + "time_std": 0.021540709106650804 + }, + { + "dataset": "heart-hungarian", + "samples": 294, + "features": 12, + "classes": 2, + "hyperparameters": {}, + "nodes": 8.48, + "leaves": 4.74, + "depth": 3.72, + "score": 0.813594389246055, + "score_std": 0.046539886439772735, + "time": 0.018669137954711913, + "time_std": 0.014731413556458907 + }, + { + "dataset": "hepatitis", + "samples": 155, + "features": 19, + "classes": 2, + "hyperparameters": {}, + "nodes": 12.6, + "leaves": 6.8, + "depth": 4.9, + "score": 0.7825806451612902, + "score_std": 0.07949109728357331, + "time": 0.013159184455871583, + "time_std": 0.00531590328989766 + }, + { + "dataset": "ilpd-indian-liver", + "samples": 583, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.04, + "leaves": 1.02, + "depth": 1.02, + "score": 0.7133952254641912, + "score_std": 0.03827755623741007, + "time": 0.01805469036102295, + "time_std": 0.021515563580636356 + }, + { + "dataset": "ionosphere", + "samples": 351, + "features": 33, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.88, + "leaves": 4.44, + "depth": 4.06, + "score": 0.8960080482897385, + "score_std": 0.03947826323457726, + "time": 0.03780672550201416, + "time_std": 0.041023202062275166 + }, + { + "dataset": "iris", + "samples": 150, + "features": 4, + "classes": 3, + "hyperparameters": {}, + "nodes": 5.0, + "leaves": 3.0, + "depth": 3.0, + "score": 0.966, + "score_std": 0.032991581417756315, + "time": 0.02613466262817383, + "time_std": 0.051115700694449054 + }, + { + "dataset": "led-display", + "samples": 1000, + "features": 7, + "classes": 10, + "hyperparameters": {}, + "nodes": 46.16, + "leaves": 23.58, + "depth": 7.68, + "score": 0.7012999999999999, + "score_std": 0.03009667755749792, + "time": 0.28972081184387205, + "time_std": 0.18518707048694785 + }, + { + "dataset": "libras", + "samples": 360, + "features": 90, + "classes": 15, + "hyperparameters": {}, + "nodes": 100.72, + "leaves": 50.86, + "depth": 10.38, + "score": 0.7772222222222223, + "score_std": 0.04810931482404947, + "time": 0.22698723316192626, + "time_std": 0.1268035097158587 + }, + { + "dataset": "low-res-spect", + "samples": 531, + "features": 100, + "classes": 9, + "hyperparameters": {}, + "nodes": 35.36, + "leaves": 18.18, + "depth": 7.34, + "score": 0.8975365896667254, + "score_std": 0.03121679591619338, + "time": 0.05845158100128174, + "time_std": 0.01076517418670944 + }, + { + "dataset": "lymphography", + "samples": 148, + "features": 18, + "classes": 4, + "hyperparameters": {}, + "nodes": 14.24, + "leaves": 7.62, + "depth": 5.36, + "score": 0.7957241379310345, + "score_std": 0.07662729347927222, + "time": 0.025801706314086913, + "time_std": 0.02504771029411653 + }, + { + "dataset": "mammographic", + "samples": 961, + "features": 5, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.8213433721934368, + "score_std": 0.023399701915177804, + "time": 0.03764636993408203, + "time_std": 0.02115916644733444 + }, + { + "dataset": "molec-biol-promoter", + "samples": 106, + "features": 57, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7615584415584413, + "score_std": 0.08204960513961217, + "time": 0.003664746284484863, + "time_std": 0.001536576571425826 + }, + { + "dataset": "musk-1", + "samples": 476, + "features": 166, + "classes": 2, + "hyperparameters": {}, + "nodes": 7.0, + "leaves": 4.0, + "depth": 3.0, + "score": 0.8457960526315789, + "score_std": 0.031032047038596463, + "time": 0.07620881080627441, + "time_std": 0.03931921757953284 + }, + { + "dataset": "oocytes_merluccius_nucleus_4d", + "samples": 1022, + "features": 41, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.84, + "leaves": 3.92, + "depth": 3.74, + "score": 0.7993089430894308, + "score_std": 0.022476725091507496, + "time": 0.18799792766571044, + "time_std": 0.04522295153635255 + }, + { + "dataset": "oocytes_merluccius_states_2f", + "samples": 1022, + "features": 25, + "classes": 3, + "hyperparameters": {}, + "nodes": 9.64, + "leaves": 5.32, + "depth": 4.28, + "score": 0.9179062649450025, + "score_std": 0.016316580296653664, + "time": 0.09763780117034912, + "time_std": 0.036190111987887054 + }, + { + "dataset": "oocytes_trisopterus_nucleus_2f", + "samples": 912, + "features": 25, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.96, + "leaves": 3.48, + "depth": 3.42, + "score": 0.7960457575211671, + "score_std": 0.023254656028082576, + "time": 0.17270703315734864, + "time_std": 0.05446588375651779 + }, + { + "dataset": "oocytes_trisopterus_states_5b", + "samples": 912, + "features": 32, + "classes": 3, + "hyperparameters": {}, + "nodes": 6.2, + "leaves": 3.6, + "depth": 3.42, + "score": 0.9213697231730019, + "score_std": 0.019351576512508167, + "time": 0.08638287544250488, + "time_std": 0.03481540597260935 + }, + { + "dataset": "parkinsons", + "samples": 195, + "features": 22, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.2, + "leaves": 3.1, + "depth": 2.98, + "score": 0.8646153846153846, + "score_std": 0.04135763108442249, + "time": 0.023136487007141115, + "time_std": 0.03706025578429914 + }, + { + "dataset": "pima", + "samples": 768, + "features": 8, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.7692530345471521, + "score_std": 0.02618732989053553, + "time": 0.03902103424072265, + "time_std": 0.020153163742781442 + }, + { + "dataset": "pittsburg-bridges-MATERIAL", + "samples": 106, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 7.76, + "leaves": 4.38, + "depth": 3.76, + "score": 0.814025974025974, + "score_std": 0.06878737477986441, + "time": 0.013843870162963868, + "time_std": 0.011765289457092008 + }, + { + "dataset": "pittsburg-bridges-REL-L", + "samples": 103, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 10.76, + "leaves": 5.88, + "depth": 4.44, + "score": 0.6645714285714286, + "score_std": 0.10801301676827298, + "time": 0.013533945083618165, + "time_std": 0.010751454469944039 + }, + { + "dataset": "pittsburg-bridges-SPAN", + "samples": 92, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 11.16, + "leaves": 6.08, + "depth": 4.36, + "score": 0.6571929824561404, + "score_std": 0.10601027907158274, + "time": 0.013889589309692384, + "time_std": 0.004897437869226189 + }, + { + "dataset": "pittsburg-bridges-T-OR-D", + "samples": 102, + "features": 7, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.8, + "leaves": 2.4, + "depth": 2.4, + "score": 0.8625714285714287, + "score_std": 0.07532851709365015, + "time": 0.006166605949401855, + "time_std": 0.004830106631333692 + }, + { + "dataset": "planning", + "samples": 182, + "features": 12, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.04, + "leaves": 1.02, + "depth": 1.02, + "score": 0.7143693693693695, + "score_std": 0.0715459100205182, + "time": 0.03189709663391113, + "time_std": 0.023134484469881266 + }, + { + "dataset": "post-operative", + "samples": 90, + "features": 8, + "classes": 3, + "hyperparameters": {}, + "nodes": 3.72, + "leaves": 2.36, + "depth": 2.3, + "score": 0.6933333333333331, + "score_std": 0.08695110020672822, + "time": 0.006412310600280762, + "time_std": 0.009315854336928027 + }, + { + "dataset": "seeds", + "samples": 210, + "features": 7, + "classes": 3, + "hyperparameters": {}, + "nodes": 6.28, + "leaves": 3.64, + "depth": 3.38, + "score": 0.9395238095238096, + "score_std": 0.036950049018221603, + "time": 0.011159787178039551, + "time_std": 0.003946157748530205 + }, + { + "dataset": "statlog-australian-credit", + "samples": 690, + "features": 14, + "classes": 2, + "hyperparameters": {}, + "nodes": 1.0, + "leaves": 1.0, + "depth": 1.0, + "score": 0.6782608695652174, + "score_std": 0.03904983647915211, + "time": 0.02771941661834717, + "time_std": 0.01807882964238913 + }, + { + "dataset": "statlog-german-credit", + "samples": 1000, + "features": 24, + "classes": 2, + "hyperparameters": {}, + "nodes": 6.04, + "leaves": 3.52, + "depth": 3.36, + "score": 0.7644, + "score_std": 0.028803472012936236, + "time": 0.1275465488433838, + "time_std": 0.03077910268902656 + }, + { + "dataset": "statlog-heart", + "samples": 270, + "features": 13, + "classes": 2, + "hyperparameters": {}, + "nodes": 5.52, + "leaves": 3.26, + "depth": 3.06, + "score": 0.8218518518518519, + "score_std": 0.041390442426722567, + "time": 0.015663428306579588, + "time_std": 0.007522855589950191 + }, + { + "dataset": "statlog-image", + "samples": 2310, + "features": 18, + "classes": 7, + "hyperparameters": {}, + "nodes": 25.2, + "leaves": 13.1, + "depth": 7.16, + "score": 0.9551515151515152, + "score_std": 0.008647612806361048, + "time": 0.23673200607299805, + "time_std": 0.04442927676461905 + }, + { + "dataset": "statlog-vehicle", + "samples": 846, + "features": 18, + "classes": 4, + "hyperparameters": {}, + "nodes": 20.24, + "leaves": 10.62, + "depth": 5.64, + "score": 0.7528708666898712, + "score_std": 0.05136191833168452, + "time": 0.11458847522735596, + "time_std": 0.03621773515905195 + }, + { + "dataset": "synthetic-control", + "samples": 600, + "features": 60, + "classes": 6, + "hyperparameters": {}, + "nodes": 15.16, + "leaves": 8.08, + "depth": 5.42, + "score": 0.9833333333333334, + "score_std": 0.01092906420717001, + "time": 0.03870692729949951, + "time_std": 0.010834856436384223 + }, + { + "dataset": "tic-tac-toe", + "samples": 958, + "features": 9, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.0, + "leaves": 2.0, + "depth": 2.0, + "score": 0.983296247818499, + "score_std": 0.008356787795559038, + "time": 0.027507672309875487, + "time_std": 0.011940342438808394 + }, + { + "dataset": "vertebral-column-2clases", + "samples": 310, + "features": 6, + "classes": 2, + "hyperparameters": {}, + "nodes": 3.24, + "leaves": 2.12, + "depth": 2.12, + "score": 0.8470967741935482, + "score_std": 0.03927543549735335, + "time": 0.010897331237792969, + "time_std": 0.005834533846959886 + }, + { + "dataset": "wine", + "samples": 178, + "features": 13, + "classes": 3, + "hyperparameters": {}, + "nodes": 5.8, + "leaves": 3.4, + "depth": 3.0, + "score": 0.9634603174603176, + "score_std": 0.025323286387420377, + "time": 0.0066012716293334965, + "time_std": 0.006959494992027412 + }, + { + "dataset": "zoo", + "samples": 101, + "features": 16, + "classes": 7, + "hyperparameters": {}, + "nodes": 13.64, + "leaves": 7.32, + "depth": 6.98, + "score": 0.9564761904761905, + "score_std": 0.04626660393259681, + "time": 0.015170073509216309, + "time_std": 0.00473791214645274 + } + ], + "title": "default", + "version": "1.2.3" +} \ No newline at end of file