From a079e4a19fdcab3e2976ecbc201c3567e4e99e8a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Fri, 25 Feb 2022 16:26:05 +0100 Subject: [PATCH 1/4] .gitignore exreport files add best ODTE results --- ...racy_ODTE_Galgo_2022-02-17_09:59:54_0.json | 1 + ...racy_ODTE_Galgo_2022-02-19_11:35:08_0.json | 1 + ...uracy_ODTE_bart_2022-02-21_11:01:03_0.json | 1 + results/.gitignore | 1 + results/exreport_accuracy.csv | 687 ------------------ results/exreport_accuracy.txt | 41 -- results/exreport_err_accuracy.txt | 21 - results/exreport_err_f1-macro.txt | 17 - results/exreport_err_f1-micro.txt | 17 - results/exreport_f1-macro.csv | 246 ------- results/exreport_f1-macro.txt | 23 - results/exreport_f1-micro.csv | 246 ------- results/exreport_f1-micro.txt | 23 - results_best_ODTE.txt | 3 + 14 files changed, 7 insertions(+), 1321 deletions(-) create mode 100644 best/results_accuracy_ODTE_Galgo_2022-02-17_09:59:54_0.json create mode 100644 best/results_accuracy_ODTE_Galgo_2022-02-19_11:35:08_0.json create mode 100644 best/results_accuracy_ODTE_bart_2022-02-21_11:01:03_0.json create mode 100644 results/.gitignore delete mode 100644 results/exreport_accuracy.csv delete mode 100644 results/exreport_accuracy.txt delete mode 100644 results/exreport_err_accuracy.txt delete mode 100644 results/exreport_err_f1-macro.txt delete mode 100644 results/exreport_err_f1-micro.txt delete mode 100644 results/exreport_f1-macro.csv delete mode 100644 results/exreport_f1-macro.txt delete mode 100644 results/exreport_f1-micro.csv delete mode 100644 results/exreport_f1-micro.txt create mode 100644 results_best_ODTE.txt diff --git a/best/results_accuracy_ODTE_Galgo_2022-02-17_09:59:54_0.json b/best/results_accuracy_ODTE_Galgo_2022-02-17_09:59:54_0.json new file mode 100644 index 0000000..3ada031 --- /dev/null +++ b/best/results_accuracy_ODTE_Galgo_2022-02-17_09:59:54_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "ODTE with default and STree with optimized hyperparameters", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-17", "time": "09:59:54", "duration": 82547.39744639397, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "Galgo", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.345200000000001, "leaves": 3.6726, "depth": 3.0014, "score": 0.97376, "score_std": 0.019001642034308507, "time": 2.3047285747528075, "time_std": 0.08110458486026088}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.9951999999999996, "leaves": 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0.09538214294063907}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.662, "leaves": 4.831, "depth": 4.0724, "score": 0.6937426900584795, "score_std": 0.10948613227073402, "time": 1.0388993453979491, "time_std": 0.07908485318835175}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"splitter\": \"random\", \"max_features\": \"auto\"}"}, "nodes": 2.7176, "leaves": 1.8588000000000002, "depth": 1.7938000000000003, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 1.6440000867843627, "time_std": 0.2240201393730812}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"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": 0.6833925008773803, "time_std": 0.02250057861645497}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.1384, "leaves": 1.5692000000000002, "depth": 1.5692000000000002, "score": 0.7099999999999999, "score_std": 0.07559639419188467, "time": 0.40667401313781737, "time_std": 0.040858680665907095}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.521600000000001, "leaves": 4.260800000000001, "depth": 3.7478, "score": 0.9571428571428572, "score_std": 0.027355060221609648, "time": 3.0034621381759643, "time_std": 0.5005088623552777}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 5.182400000000001, "leaves": 3.0912000000000006, "depth": 2.4432, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 7.227654013633728, "time_std": 1.120961234980944}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 16.9752, "leaves": 8.9876, "depth": 5.9188, "score": 0.7571999999999999, "score_std": 0.027859648238985377, "time": 26.121217617988588, "time_std": 0.8114447721650077}, {"dataset": "statlog-heart", "samples": 270, "features": 13, 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\"multiclass_strategy\": \"ovr\"}"}, "nodes": 23.9548, "leaves": 12.4774, "depth": 6.7456, "score": 0.8072182387747998, "score_std": 0.02404945671905629, "time": 103.43185475349426, "time_std": 3.798811103076743}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 15.1264, "leaves": 8.0632, "depth": 5.557199999999999, "score": 0.987, "score_std": 0.009741092797468319, "time": 3.7278057670593263, "time_std": 0.07804669030811445}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.1784000000000003, "leaves": 2.0892000000000004, "depth": 2.0892000000000004, "score": 0.9846531413612564, "score_std": 0.00756301332812281, "time": 3.1736106491088867, "time_std": 0.06887950750692695}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.6912, "leaves": 5.345600000000001, "depth": 3.978, "score": 0.8551612903225805, "score_std": 0.03727028147698336, "time": 1.9552608489990235, "time_std": 0.12952417548589543}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.0904, "leaves": 3.0452, "depth": 3.037, "score": 0.9791746031746031, "score_std": 0.022381830445457128, "time": 0.5570374584197998, "time_std": 0.025264590868483885}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.908, "leaves": 6.954, "depth": 6.9502, "score": 0.9544761904761906, "score_std": 0.04430015125663279, "time": 1.4640362215042115, "time_std": 0.06555084437673908}]} \ No newline at end of file diff --git a/results/.gitignore b/results/.gitignore new file mode 100644 index 0000000..43587bd --- /dev/null +++ b/results/.gitignore @@ -0,0 +1 @@ +exreport* \ No newline at end of file diff --git a/results/exreport_accuracy.csv b/results/exreport_accuracy.csv deleted file mode 100644 index 007c9b9..0000000 --- a/results/exreport_accuracy.csv +++ /dev/null @@ -1,687 +0,0 @@ -classifier, dataset, accuracy, stdev -ExtraTree, balance-scale, 0.7878399999999999, 0.03687783073880566 -ExtraTree, balloons, 0.575, 0.28927591596182967 -ExtraTree, breast-cancer-wisc-diag, 0.9131858407079645, 0.027969722048511687 -ExtraTree, breast-cancer-wisc-prog, 0.6632179487179486, 0.07656410793102837 -ExtraTree, breast-cancer-wisc, 0.9403360739979445, 0.02165140889671454 -ExtraTree, breast-cancer, 0.656908650937689, 0.05914309228326181 -ExtraTree, cardiotocography-10clases, 0.6989177575255454, 0.030051929270415455 -ExtraTree, cardiotocography-3clases, 0.8819887323943664, 0.01507833257138732 -ExtraTree, conn-bench-sonar-mines-rocks, 0.6956445993031357, 0.07653320217222026 -ExtraTree, cylinder-bands, 0.6958918713116314, 0.04592870865503856 -ExtraTree, dermatology, 0.8975268419104035, 0.039527668904658364 -ExtraTree, echocardiogram, 0.7305982905982905, 0.08853188223988526 -ExtraTree, fertility, 0.8059999999999999, 0.06902173570694958 -ExtraTree, haberman-survival, 0.6500105764145954, 0.06301971546791206 -ExtraTree, heart-hungarian, 0.7604909409701931, 0.04869532741159298 -ExtraTree, hepatitis, 0.7793548387096775, 0.07805118521205993 -ExtraTree, ilpd-indian-liver, 0.6634232242852933, 0.03869963692900845 -ExtraTree, ionosphere, 0.8540885311871226, 0.04332727262995767 -ExtraTree, iris, 0.9333333333333335, 0.044221663871405324 -ExtraTree, led-display, 0.7036999999999999, 0.02880642289490313 -ExtraTree, libras, 0.6022222222222223, 0.05851558829982036 -ExtraTree, low-res-spect, 0.8043255157820492, 0.03860708555393554 -ExtraTree, lymphography, 0.7288505747126437, 0.07209829097764534 -ExtraTree, mammographic, 0.7595207253886009, 0.027055981087449776 -ExtraTree, molec-biol-promoter, 0.6611255411255411, 0.09268635844993099 -ExtraTree, musk-1, 0.7796030701754388, 0.043688902783382194 -ExtraTree, oocytes_merluccius_nucleus_4d, 0.6907929220468675, 0.025573299489788766 -ExtraTree, oocytes_merluccius_states_2f, 0.8678149210903873, 0.01875101003253329 -ExtraTree, oocytes_trisopterus_nucleus_2f, 0.6820134510298443, 0.035675489219353006 -ExtraTree, oocytes_trisopterus_states_5b, 0.8403422806701495, 0.02618600526924095 -ExtraTree, parkinsons, 0.8482051282051282, 0.06020783639564789 -ExtraTree, pima, 0.6649944826415415, 0.03466246243736563 -ExtraTree, pittsburg-bridges-MATERIAL, 0.7835930735930735, 0.07970952540707685 -ExtraTree, pittsburg-bridges-REL-L, 0.6253333333333333, 0.10873604896570042 -ExtraTree, pittsburg-bridges-SPAN, 0.5715204678362573, 0.12252433352049193 -ExtraTree, pittsburg-bridges-T-OR-D, 0.8365714285714287, 0.08634786997098468 -ExtraTree, planning, 0.5972672672672672, 0.08066489784697915 -ExtraTree, post-operative, 0.5733333333333334, 0.10566660824861103 -ExtraTree, seeds, 0.8838095238095236, 0.04354995567685211 -ExtraTree, statlog-australian-credit, 0.5704347826086956, 0.041879795179494514 -ExtraTree, statlog-german-credit, 0.6663999999999999, 0.030692670134740637 -ExtraTree, statlog-heart, 0.7507407407407407, 0.04860326215293292 -ExtraTree, statlog-image, 0.928917748917749, 0.011578447915777758 -ExtraTree, statlog-vehicle, 0.6626481030281935, 0.029721786236711036 -ExtraTree, synthetic-control, 0.8525, 0.03449033681095813 -ExtraTree, tic-tac-toe, 0.8658529668411867, 0.030146489305175026 -ExtraTree, vertebral-column-2clases, 0.747741935483871, 0.06311049392365933 -ExtraTree, wine, 0.8719999999999999, 0.06055135103670992 -ExtraTree, zoo, 0.9346666666666665, 0.06150449350322653 -STree, balance-scale, 0.97056, 0.015046806970251203 -STree, balloons, 0.86, 0.28501461950807594 -STree, breast-cancer-wisc-diag, 0.9727635460332246, 0.017313211324042233 -STree, breast-cancer-wisc-prog, 0.811128205128205, 0.05846009894763935 -STree, breast-cancer-wisc, 0.967808838643371, 0.012084225264206064 -STree, breast-cancer, 0.7342105263157894, 0.047977358056609264 -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, 0.9729211403184006, 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 -STree, hepatitis, 0.8245161290322581, 0.073887165430815 -STree, ilpd-indian-liver, 0.7234983790156204, 0.038488555090414656 -STree, ionosphere, 0.9532756539235413, 0.02385368651558141 -STree, iris, 0.966, 0.032991581417756315 -STree, led-display, 0.7030000000000001, 0.029120439557122058 -STree, libras, 0.7886111111111112, 0.05169130237032862 -STree, low-res-spect, 0.8975365896667254, 0.03121679591619338 -STree, lymphography, 0.8350344827586206, 0.05906491141171708 -STree, mammographic, 0.8267465457685665, 0.022926835290767923 -STree, molec-biol-promoter, 0.827142857142857, 0.09431966640910128 -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, 0.9224704257491143, 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, 0.6672857142857144, 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 -STree, seeds, 0.9528571428571427, 0.0279658035429067 -STree, statlog-australian-credit, 0.6782608695652174, 0.03904983647915211 -STree, statlog-german-credit, 0.7644, 0.028803472012936236 -STree, statlog-heart, 0.8229629629629629, 0.044003990341567836 -STree, statlog-image, 0.9559307359307361, 0.00956073126474503 -STree, statlog-vehicle, 0.7930281935259312, 0.03010396812322711 -STree, synthetic-control, 0.9833333333333334, 0.01092906420717001 -STree, tic-tac-toe, 0.9844442626527051, 0.008387465200358178 -STree, vertebral-column-2clases, 0.8529032258064515, 0.04088510843291576 -STree, wine, 0.9791587301587302, 0.022426953738041516 -STree, zoo, 0.9575238095238094, 0.04546150348723332 -ODTE, balance-scale, 0.97376, 0.019001642034308507 -ODTE, balloons, 0.7583333333333333, 0.2785129161178067 -ODTE, breast-cancer-wisc-diag, 0.9739931687626143, 0.016554866765950735 -ODTE, breast-cancer-wisc-prog, 0.810102564102564, 0.06056448251036948 -ODTE, breast-cancer-wisc, 0.971956834532374, 0.01262594441445573 -ODTE, breast-cancer, 0.7433877797943134, 0.04272794739105822 -ODTE, cardiotocography-10clases, 0.8377754211543773, 0.020035258312140675 -ODTE, cardiotocography-3clases, 0.9158537420602043, 0.013571959275117652 -ODTE, conn-bench-sonar-mines-rocks, 0.8431475029036002, 0.052081786915494255 -ODTE, cylinder-bands, 0.7673272415762422, 0.041472855015354505 -ODTE, dermatology, 0.9805997778600516, 0.012861009889409938 -ODTE, echocardiogram, 0.855156695156695, 0.06266151037590971 -ODTE, fertility, 0.88, 0.0547722557505166 -ODTE, haberman-survival, 0.7408778424114226, 0.05131929321866528 -ODTE, heart-hungarian, 0.8299123319696085, 0.05556757760909393 -ODTE, hepatitis, 0.8283870967741936, 0.07109665710428856 -ODTE, ilpd-indian-liver, 0.7272885352195698, 0.039873431660598986 -ODTE, ionosphere, 0.9504346076458754, 0.023708279806973313 -ODTE, iris, 0.964, 0.03255081497528987 -ODTE, led-display, 0.7186, 0.02703775138579389 -ODTE, libras, 0.8625, 0.047079031268550814 -ODTE, low-res-spect, 0.9093969317580672, 0.035428439542986974 -ODTE, lymphography, 0.8410574712643678, 0.05833785272114171 -ODTE, mammographic, 0.8288347366148531, 0.022955531218077037 -ODTE, molec-biol-promoter, 0.8656709956709955, 0.0973712407439469 -ODTE, musk-1, 0.9124013157894737, 0.02990026230299551 -ODTE, oocytes_merluccius_nucleus_4d, 0.8443271162123385, 0.026958181251392942 -ODTE, oocytes_merluccius_states_2f, 0.9230946915351506, 0.015908353110954166 -ODTE, oocytes_trisopterus_nucleus_2f, 0.8154464661022038, 0.022327974942331383 -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, 0.8677489177489177, 0.06934417716014449 -ODTE, pittsburg-bridges-REL-L, 0.6966190476190477, 0.099521633605742 -ODTE, pittsburg-bridges-SPAN, 0.6937426900584795, 0.10948613227073402 -ODTE, pittsburg-bridges-T-OR-D, 0.8664761904761904, 0.07649172587269897 -ODTE, planning, 0.7352702702702704, 0.06697755238925641 -ODTE, post-operative, 0.711111111111111, 0.07535922203472521 -ODTE, seeds, 0.9571428571428572, 0.027355060221609648 -ODTE, statlog-australian-credit, 0.6782608695652174, 0.03904983647915211 -ODTE, statlog-german-credit, 0.7576, 0.029227384419410526 -ODTE, statlog-heart, 0.8381481481481482, 0.046379185057354784 -ODTE, statlog-image, 0.9641991341991343, 0.007272340744212073 -ODTE, statlog-vehicle, 0.8072182387747998, 0.02404945671905629 -ODTE, synthetic-control, 0.987, 0.009741092797468319 -ODTE, tic-tac-toe, 0.9846531413612564, 0.00756301332812281 -ODTE, vertebral-column-2clases, 0.8564516129032256, 0.037928954891305953 -ODTE, wine, 0.9814285714285714, 0.02424781771927406 -ODTE, zoo, 0.9574761904761906, 0.04557023434769017 -TBRoF, balance-scale, 0.7826380042462844, 0.18925694969056328 -TBRoF, balloons, 0.61125, 0.247725203364352 -TBRoF, breast-cancer-wisc-diag, 0.973283758495026, 0.013244810623357882 -TBRoF, breast-cancer-wisc-prog, 0.7978151260504203, 0.05694766463433709 -TBRoF, breast-cancer-wisc, 0.9627849210987725, 0.012721293409234216 -TBRoF, breast-cancer, 0.7308990931892726, 0.055966571642361095 -TBRoF, cardiotocography-10clases, 0.7833492331011966, 0.021307069831893954 -TBRoF, cardiotocography-3clases, 0.895985255615268, 0.012308158973203483 -TBRoF, conn-bench-sonar-mines-rocks, 0.7877884615384616, 0.04851951284665777 -TBRoF, cylinder-bands, 0.7170703125, 0.035382373191454965 -TBRoF, dermatology, 0.9742673992673991, 0.015317005568040842 -TBRoF, echocardiogram, 0.8331428571428572, 0.05716070028311154 -TBRoF, fertility, 0.8800000000000006, 0.05570922354457741 -TBRoF, haberman-survival, 0.7412618083670716, 0.03733056862694105 -TBRoF, heart-hungarian, 0.814958904109589, 0.03136114741864325 -TBRoF, hepatitis, 0.8127086007702183, 0.05401110717213335 -TBRoF, ilpd-indian-liver, 0.7232548928238585, 0.02812722020593907 -TBRoF, ionosphere, 0.907727969348659, 0.03151367661074491 -TBRoF, iris, 0.9774601524601525, 0.022227864533454735 -TBRoF, led-display, 0.7098000000000001, 0.026706198767918625 -TBRoF, libras, 0.7562777777777778, 0.04860581848829984 -TBRoF, low-res-spect, 0.8738299663299666, 0.029720937467041728 -TBRoF, lymphography, 0.7751351351351352, 0.06933105447844684 -TBRoF, mammographic, 0.8145772821576763, 0.023864461511594333 -TBRoF, molec-biol-promoter, 0.7795329670329672, 0.06980216133544012 -TBRoF, musk-1, 0.8714285714285717, 0.02544487451716707 -TBRoF, oocytes_merluccius_nucleus_4d, 0.831322194247349, 0.021134901304659903 -TBRoF, oocytes_merluccius_states_2f, 0.9211329823758299, 0.012866634130284658 -TBRoF, oocytes_trisopterus_nucleus_2f, 0.8083333333333332, 0.029987740012144073 -TBRoF, oocytes_trisopterus_states_5b, 0.9314473684210521, 0.015009780777726503 -TBRoF, parkinsons, 0.8935600490196077, 0.04414473458115928 -TBRoF, pima, 0.7682291666666667, 0.02576538959165189 -TBRoF, pittsburg-bridges-MATERIAL, 0.8053021978021977, 0.06860551894291693 -TBRoF, pittsburg-bridges-REL-L, 0.6569285714285714, 0.0689374239513824 -TBRoF, pittsburg-bridges-SPAN, 0.6478260869565218, 0.10917514377689 -TBRoF, pittsburg-bridges-T-OR-D, 0.8656444444444447, 0.0655148575959644 -TBRoF, planning, 0.7128439716312058, 0.05752795189294039 -TBRoF, post-operative, 0.7110227272727273, 0.08718498768060559 -TBRoF, seeds, 0.9534900284900283, 0.027705208350106637 -TBRoF, statlog-australian-credit, 0.6784883720930234, 0.03892040204721194 -TBRoF, statlog-german-credit, 0.7575999999999999, 0.0256092088700016 -TBRoF, statlog-heart, 0.8289746917585983, 0.042595090023633556 -TBRoF, statlog-image, 0.9615544640104406, 0.008699636358413849 -TBRoF, statlog-vehicle, 0.8051545290701557, 0.02813895748743846 -TBRoF, synthetic-control, 0.9816666666666667, 0.012955163345552294 -TBRoF, tic-tac-toe, 0.983303703189291, 0.008126990928514651 -TBRoF, vertebral-column-2clases, 0.8501578168666777, 0.03368363428991826 -TBRoF, wine, 0.9910573122529645, 0.013443915807807105 -TBRoF, zoo, 0.9566153846153845, 0.04584946867346845 -Wodt, balance-scale, 0.92128, 0.031368162203100125 -Wodt, balloons, 0.6849999999999998, 0.23879907872519107 -Wodt, breast-cancer-wisc-diag, 0.9662598975314391, 0.012701511719760309 -Wodt, breast-cancer-wisc-prog, 0.7116025641025641, 0.054983897290113326 -Wodt, breast-cancer-wisc, 0.9440647482014388, 0.01756316459913997 -Wodt, breast-cancer, 0.6632486388384754, 0.04925109121345335 -Wodt, cardiotocography-10clases, 0.7796334714167358, 0.01966283976162998 -Wodt, cardiotocography-3clases, 0.9014120961060482, 0.016029994123889068 -Wodt, conn-bench-sonar-mines-rocks, 0.8081997677119628, 0.0498734154479995 -Wodt, cylinder-bands, 0.7025452122596612, 0.03710659493721448 -Wodt, dermatology, 0.9641873380229546, 0.016641323865204168 -Wodt, echocardiogram, 0.746980056980057, 0.08724923657104314 -Wodt, fertility, 0.804, 0.06770524351924304 -Wodt, haberman-survival, 0.6702379693283977, 0.05088784373091166 -Wodt, heart-hungarian, 0.761928696668615, 0.052100433118643194 -Wodt, hepatitis, 0.7748387096774192, 0.09558190259697842 -Wodt, ilpd-indian-liver, 0.6778588269967581, 0.035631066332769044 -Wodt, ionosphere, 0.8794607645875252, 0.03858080219956032 -Wodt, iris, 0.9466666666666668, 0.036514837167011066 -Wodt, led-display, 0.7047, 0.02916179006851258 -Wodt, libras, 0.7855555555555556, 0.05031996388544112 -Wodt, low-res-spect, 0.855533415623347, 0.03222774975371431 -Wodt, lymphography, 0.7800459770114943, 0.07599005574288029 -Wodt, mammographic, 0.7579566062176167, 0.024906146679797566 -Wodt, molec-biol-promoter, 0.7912987012987013, 0.08633959022510546 -Wodt, musk-1, 0.8411776315789474, 0.03449014306500045 -Wodt, oocytes_merluccius_nucleus_4d, 0.74041893830703, 0.028693112692103676 -Wodt, oocytes_merluccius_states_2f, 0.902934481109517, 0.022147306742109327 -Wodt, oocytes_trisopterus_nucleus_2f, 0.7491436978322225, 0.03602040782195508 -Wodt, oocytes_trisopterus_states_5b, 0.8916705698672911, 0.020702811014803944 -Wodt, parkinsons, 0.9005128205128206, 0.05144589211891057 -Wodt, pima, 0.6881622952211188, 0.035111562938444044 -Wodt, pittsburg-bridges-MATERIAL, 0.8118614718614716, 0.08062163607707493 -Wodt, pittsburg-bridges-REL-L, 0.6259047619047619, 0.10926121729800642 -Wodt, pittsburg-bridges-SPAN, 0.5871929824561403, 0.11611933933595711 -Wodt, pittsburg-bridges-T-OR-D, 0.8375238095238096, 0.07413072965623015 -Wodt, planning, 0.5784384384384385, 0.08440752357130758 -Wodt, post-operative, 0.5566666666666666, 0.10627822791331752 -Wodt, seeds, 0.9323809523809523, 0.04161152814276852 -Wodt, statlog-australian-credit, 0.5617391304347826, 0.03785467296768582 -Wodt, statlog-german-credit, 0.6850999999999999, 0.02579709285946769 -Wodt, statlog-heart, 0.78, 0.061154866490519384 -Wodt, statlog-image, 0.9548917748917749, 0.011022906583856079 -Wodt, statlog-vehicle, 0.7296756004176818, 0.03014045315193517 -Wodt, synthetic-control, 0.9785, 0.01453826368969525 -Wodt, tic-tac-toe, 0.9449798211169285, 0.029347280139619656 -Wodt, vertebral-column-2clases, 0.8138709677419353, 0.04530047675895885 -Wodt, wine, 0.967920634920635, 0.028208046326376822 -Wodt, zoo, 0.9514285714285715, 0.043724036675722826 -SVC, balance-scale, 0.9785600000000001, 0.013711542582802286 -SVC, balloons, 0.86, 0.28501461950807594 -SVC, breast-cancer-wisc-diag, 0.9753951249805931, 0.014597293231205878 -SVC, breast-cancer-wisc-prog, 0.7938589743589745, 0.05657320433780183 -SVC, breast-cancer-wisc, 0.9679527235354572, 0.011995201821390402 -SVC, breast-cancer, 0.7317543859649124, 0.04356606121838112 -SVC, cardiotocography-10clases, 0.8201826014913007, 0.022919732876958584 -SVC, cardiotocography-3clases, 0.9112899199116268, 0.012401790692530392 -SVC, conn-bench-sonar-mines-rocks, 0.8320905923344947, 0.06095204566527709 -SVC, cylinder-bands, 0.7476127926898914, 0.04110007272505122 -SVC, dermatology, 0.972373195112921, 0.015862520651510115 -SVC, echocardiogram, 0.8252991452991455, 0.07337261558656372 -SVC, fertility, 0.88, 0.0547722557505166 -SVC, haberman-survival, 0.7317133791644632, 0.045381650232207534 -SVC, heart-hungarian, 0.8234482758620689, 0.048867109055436626 -SVC, hepatitis, 0.8251612903225807, 0.07040539663356832 -SVC, ilpd-indian-liver, 0.7133952254641912, 0.03827755623741007 -SVC, ionosphere, 0.9532756539235413, 0.02385368651558141 -SVC, iris, 0.966, 0.032991581417756315 -SVC, led-display, 0.7204, 0.02523568901377571 -SVC, libras, 0.7847222222222221, 0.051012132422797105 -SVC, low-res-spect, 0.9016769529183564, 0.03269429070378195 -SVC, lymphography, 0.8471494252873564, 0.05938135729224899 -SVC, mammographic, 0.8267465457685665, 0.022926835290767923 -SVC, molec-biol-promoter, 0.827142857142857, 0.09431966640910128 -SVC, musk-1, 0.9163881578947368, 0.027520787090975468 -SVC, oocytes_merluccius_nucleus_4d, 0.8403060736489717, 0.023610853521046887 -SVC, oocytes_merluccius_states_2f, 0.9197675753228122, 0.016293604623296522 -SVC, oocytes_trisopterus_nucleus_2f, 0.7991268840449167, 0.026483084828854114 -SVC, oocytes_trisopterus_states_5b, 0.9222464420825075, 0.018202901471558224 -SVC, parkinsons, 0.8743589743589744, 0.04565254824298682 -SVC, pima, 0.7695127748068923, 0.02622048017958126 -SVC, pittsburg-bridges-MATERIAL, 0.8629004329004327, 0.06975826134555882 -SVC, pittsburg-bridges-REL-L, 0.6901904761904761, 0.0893877385352908 -SVC, pittsburg-bridges-SPAN, 0.7094736842105265, 0.10829259913995691 -SVC, pittsburg-bridges-T-OR-D, 0.8648095238095237, 0.07364850331687892 -SVC, planning, 0.7352702702702704, 0.06697755238925641 -SVC, post-operative, 0.7022222222222222, 0.0751623756679456 -SVC, seeds, 0.9328571428571428, 0.04059925269913093 -SVC, statlog-australian-credit, 0.6782608695652174, 0.03904983647915211 -SVC, statlog-german-credit, 0.7663999999999999, 0.027166891614610618 -SVC, statlog-heart, 0.8303703703703706, 0.040801301789393805 -SVC, statlog-image, 0.9554545454545453, 0.00732216243366479 -SVC, statlog-vehicle, 0.797883745214062, 0.028612590720497322 -SVC, synthetic-control, 0.9913333333333334, 0.008326663997864544 -SVC, tic-tac-toe, 0.9863236256544502, 0.007669725164798296 -SVC, vertebral-column-2clases, 0.8461290322580644, 0.03927146112240879 -SVC, wine, 0.9807936507936508, 0.02154056565547604 -SVC, zoo, 0.9366666666666668, 0.05165294968232069 -BaggingWodt, balance-scale, 0.8275199999999999, 0.031805810789854096 -BaggingWodt, balloons, 0.63, 0.24333333333333332 -BaggingWodt, breast-cancer-wisc-diag, 0.9767955286446203, 0.012651131794984151 -BaggingWodt, breast-cancer-wisc-prog, 0.8041282051282052, 0.054065511677276364 -BaggingWodt, breast-cancer-wisc, 0.9688067831449128, 0.013501536929852434 -BaggingWodt, breast-cancer, 0.7372958257713248, 0.05019104122389415 -BaggingWodt, cardiotocography-10clases, 0.8420058547362607, 0.02038235146222122 -BaggingWodt, cardiotocography-3clases, 0.9252600938967136, 0.013290240551130103 -BaggingWodt, conn-bench-sonar-mines-rocks, 0.8512891986062716, 0.05425167048127118 -BaggingWodt, cylinder-bands, 0.7726308775937559, 0.043323936964141746 -BaggingWodt, dermatology, 0.9696445760829323, 0.0188524896065306 -BaggingWodt, echocardiogram, 0.7925925925925926, 0.06690912153964222 -BaggingWodt, fertility, 0.875, 0.05852349955359812 -BaggingWodt, haberman-survival, 0.7340137493389741, 0.05579848014720707 -BaggingWodt, heart-hungarian, 0.8210461718293396, 0.05105327558392002 -BaggingWodt, hepatitis, 0.8309677419354838, 0.07456010432616086 -BaggingWodt, ilpd-indian-liver, 0.7071986442676098, 0.03516496095647541 -BaggingWodt, ionosphere, 0.9122696177062375, 0.03896221222978386 -BaggingWodt, iris, 0.9546666666666666, 0.031098410105841596 -BaggingWodt, led-display, 0.7189, 0.027116231301565492 -BaggingWodt, libras, 0.8352777777777779, 0.04347998688200422 -BaggingWodt, low-res-spect, 0.8926309292893672, 0.028538049916854567 -BaggingWodt, lymphography, 0.8715862068965516, 0.05720076110461543 -BaggingWodt, mammographic, 0.8298747841105353, 0.022169546290874684 -BaggingWodt, molec-biol-promoter, 0.8264069264069264, 0.08838486909314487 -BaggingWodt, musk-1, 0.8932872807017544, 0.031704400918302934 -BaggingWodt, oocytes_merluccius_nucleus_4d, 0.8056791009086561, 0.019752083021678597 -BaggingWodt, oocytes_merluccius_states_2f, 0.9211276901004304, 0.01605560855667252 -BaggingWodt, oocytes_trisopterus_nucleus_2f, 0.812938209331652, 0.027686364424624348 -BaggingWodt, oocytes_trisopterus_states_5b, 0.9255353389779618, 0.01698481765795473 -BaggingWodt, parkinsons, 0.9307692307692308, 0.032936493791449035 -BaggingWodt, pima, 0.7510202869026398, 0.03359040798873941 -BaggingWodt, pittsburg-bridges-MATERIAL, 0.8478354978354977, 0.0664135437533315 -BaggingWodt, pittsburg-bridges-REL-L, 0.6874761904761907, 0.08128337095961154 -BaggingWodt, pittsburg-bridges-SPAN, 0.6784795321637428, 0.11377081388352872 -BaggingWodt, pittsburg-bridges-T-OR-D, 0.8570952380952381, 0.07769860077477762 -BaggingWodt, planning, 0.6827927927927929, 0.06607719671456548 -BaggingWodt, post-operative, 0.6455555555555555, 0.07608474807008883 -BaggingWodt, seeds, 0.9371428571428573, 0.04384056871041486 -BaggingWodt, statlog-australian-credit, 0.6365217391304349, 0.03381380252080168 -BaggingWodt, statlog-german-credit, 0.7661, 0.02579321616239434 -BaggingWodt, statlog-heart, 0.8407407407407408, 0.04287347001033417 -BaggingWodt, statlog-image, 0.9749350649350649, 0.0077450472812213905 -BaggingWodt, statlog-vehicle, 0.764779672815872, 0.02887187995824511 -BaggingWodt, synthetic-control, 0.9886666666666667, 0.009539392014169472 -BaggingWodt, tic-tac-toe, 0.9527105148342061, 0.020956068837478 -BaggingWodt, vertebral-column-2clases, 0.8429032258064517, 0.04325588746295833 -BaggingWodt, wine, 0.9831111111111112, 0.020289564182456803 -BaggingWodt, zoo, 0.9574761904761906, 0.038427155222620905 -BaggingStree, balance-scale, 0.9046400000000001, 0.024778829673735604 -BaggingStree, balloons, 0.7466666666666666, 0.22543784558547889 -BaggingStree, breast-cancer-wisc-diag, 0.9664291259121255, 0.014671587276866486 -BaggingStree, breast-cancer-wisc-prog, 0.7687564102564102, 0.07070554199381442 -BaggingStree, breast-cancer-wisc, 0.9678129496402877, 0.013280622942249616 -BaggingStree, breast-cancer, 0.7293768905021173, 0.04592856682964331 -BaggingStree, cardiotocography-10clases, 0.8248878210439105, 0.020088771819471586 -BaggingStree, cardiotocography-3clases, 0.8991088649544325, 0.017672766557020134 -BaggingStree, conn-bench-sonar-mines-rocks, 0.8200696864111499, 0.04751360241183439 -BaggingStree, cylinder-bands, 0.6814201408718826, 0.04672859958144014 -BaggingStree, dermatology, 0.983054424287301, 0.01146631014778772 -BaggingStree, echocardiogram, 0.855156695156695, 0.06266151037590971 -BaggingStree, fertility, 0.88, 0.0547722557505166 -BaggingStree, haberman-survival, 0.7353199365415125, 0.048398466240040176 -BaggingStree, heart-hungarian, 0.8207364114552892, 0.04947084712984143 -BaggingStree, hepatitis, 0.8019354838709677, 0.07688254755551763 -BaggingStree, ilpd-indian-liver, 0.7135661656351313, 0.038048725185040336 -BaggingStree, ionosphere, 0.9208088531187122, 0.03440093358479876 -BaggingStree, iris, 0.9553333333333331, 0.0295221197673127 -BaggingStree, led-display, 0.7128, 0.029885782572989444 -BaggingStree, libras, 0.8544444444444445, 0.044724810139063854 -BaggingStree, low-res-spect, 0.9043078822077234, 0.031947679613072245 -BaggingStree, lymphography, 0.7700689655172414, 0.07050802195491458 -BaggingStree, mammographic, 0.8272695379965458, 0.02450569044585343 -BaggingStree, molec-biol-promoter, 0.8387012987012987, 0.07620183897953593 -BaggingStree, musk-1, 0.8318991228070175, 0.03598591892932648 -BaggingStree, oocytes_merluccius_nucleus_4d, 0.7072391200382592, 0.03671500267792582 -BaggingStree, oocytes_merluccius_states_2f, 0.9130105212816835, 0.018260354243601108 -BaggingStree, oocytes_trisopterus_nucleus_2f, 0.7445030925358793, 0.03262686720944289 -BaggingStree, oocytes_trisopterus_states_5b, 0.8790548249564645, 0.02150378389813439 -BaggingStree, parkinsons, 0.8697435897435898, 0.04751275824369424 -BaggingStree, pima, 0.759612087259146, 0.025906439151399386 -BaggingStree, pittsburg-bridges-MATERIAL, 0.8563636363636362, 0.07381651843817168 -BaggingStree, pittsburg-bridges-REL-L, 0.6818095238095239, 0.09893968478062681 -BaggingStree, pittsburg-bridges-SPAN, 0.6563157894736843, 0.10692196863427415 -BaggingStree, pittsburg-bridges-T-OR-D, 0.8628095238095238, 0.0747571882042698 -BaggingStree, planning, 0.7143693693693695, 0.0715459100205182 -BaggingStree, post-operative, 0.711111111111111, 0.07535922203472521 -BaggingStree, seeds, 0.939047619047619, 0.04045097253637199 -BaggingStree, statlog-australian-credit, 0.6782608695652174, 0.03904983647915211 -BaggingStree, statlog-german-credit, 0.7364999999999999, 0.03200390601161053 -BaggingStree, statlog-heart, 0.8392592592592593, 0.04262317742463941 -BaggingStree, statlog-image, 0.9594372294372293, 0.008806199315273038 -BaggingStree, statlog-vehicle, 0.7127880264531847, 0.04127485840961743 -BaggingStree, synthetic-control, 0.9860000000000001, 0.008406346808612346 -BaggingStree, tic-tac-toe, 0.7933235165794066, 0.042192838956410524 -BaggingStree, vertebral-column-2clases, 0.8487096774193548, 0.042781783007912466 -BaggingStree, wine, 0.978063492063492, 0.025306267118142396 -BaggingStree, zoo, 0.9664285714285715, 0.04138270586454204 -Bagging, balance-scale, nan, nan -Bagging, balloons, nan, nan -Bagging, breast-cancer-wisc-diag, nan, nan -Bagging, breast-cancer-wisc-prog, nan, nan -Bagging, breast-cancer-wisc, nan, nan -Bagging, breast-cancer, nan, nan -Bagging, cardiotocography-10clases, nan, nan -Bagging, cardiotocography-3clases, nan, nan -Bagging, conn-bench-sonar-mines-rocks, nan, nan -Bagging, cylinder-bands, nan, nan -Bagging, dermatology, nan, nan -Bagging, echocardiogram, nan, nan -Bagging, fertility, nan, nan -Bagging, haberman-survival, nan, nan -Bagging, heart-hungarian, nan, nan -Bagging, hepatitis, nan, nan -Bagging, ilpd-indian-liver, nan, nan -Bagging, ionosphere, nan, nan -Bagging, iris, nan, nan -Bagging, led-display, nan, nan -Bagging, libras, nan, nan -Bagging, low-res-spect, nan, nan -Bagging, lymphography, nan, nan -Bagging, mammographic, nan, nan -Bagging, molec-biol-promoter, nan, nan -Bagging, musk-1, nan, nan -Bagging, oocytes_merluccius_nucleus_4d, nan, nan -Bagging, oocytes_merluccius_states_2f, nan, nan -Bagging, oocytes_trisopterus_nucleus_2f, nan, nan -Bagging, oocytes_trisopterus_states_5b, nan, nan -Bagging, parkinsons, nan, nan -Bagging, pima, nan, nan -Bagging, pittsburg-bridges-MATERIAL, nan, nan -Bagging, pittsburg-bridges-REL-L, nan, nan -Bagging, pittsburg-bridges-SPAN, nan, nan -Bagging, pittsburg-bridges-T-OR-D, nan, nan -Bagging, planning, nan, nan -Bagging, post-operative, nan, nan -Bagging, seeds, nan, nan -Bagging, statlog-australian-credit, nan, nan -Bagging, statlog-german-credit, nan, nan -Bagging, statlog-heart, nan, nan -Bagging, statlog-image, nan, nan -Bagging, statlog-vehicle, nan, nan -Bagging, synthetic-control, nan, nan -Bagging, tic-tac-toe, nan, nan -Bagging, vertebral-column-2clases, nan, nan -Bagging, wine, nan, nan -Bagging, zoo, nan, nan -Cart, balance-scale, 0.7820799999999999, 0.03608203985364464 -Cart, balloons, 0.6833333333333335, 0.26977356760397747 -Cart, breast-cancer-wisc-diag, 0.9239217512808571, 0.02323176886368342 -Cart, breast-cancer-wisc-prog, 0.6914615384615383, 0.07229069176397018 -Cart, breast-cancer-wisc, 0.9433556012332991, 0.020857147642906682 -Cart, breast-cancer, 0.6362613430127042, 0.05493193657305148 -Cart, cardiotocography-10clases, 0.8109128969897819, 0.019011886406374308 -Cart, cardiotocography-3clases, 0.9204613090306545, 0.013845817718125228 -Cart, conn-bench-sonar-mines-rocks, 0.7253890824622532, 0.06929084790257113 -Cart, cylinder-bands, 0.712632781267847, 0.046238358140227635 -Cart, dermatology, 0.9396038504257683, 0.02387579095888003 -Cart, echocardiogram, 0.7443589743589744, 0.08299708625595158 -Cart, fertility, 0.7989999999999999, 0.08395832299420945 -Cart, haberman-survival, 0.6404970914859863, 0.055117499856839475 -Cart, heart-hungarian, 0.750613676212741, 0.04493113662535727 -Cart, hepatitis, 0.7658064516129032, 0.07293747411360528 -Cart, ilpd-indian-liver, 0.6639640436192161, 0.03825985300800366 -Cart, ionosphere, 0.8757907444668007, 0.03797437861573896 -Cart, iris, 0.9386666666666668, 0.04389887368841153 -Cart, led-display, 0.7037, 0.029644729717101474 -Cart, libras, 0.6549999999999998, 0.059210338603413376 -Cart, low-res-spect, 0.8352036677834599, 0.030503013555880365 -Cart, lymphography, 0.7683218390804598, 0.07551790968755526 -Cart, mammographic, 0.7569187176165802, 0.020852411303147095 -Cart, molec-biol-promoter, 0.7158008658008658, 0.08811757165025375 -Cart, musk-1, 0.7768969298245614, 0.043771936691364643 -Cart, oocytes_merluccius_nucleus_4d, 0.7195667144906744, 0.03068883042942922 -Cart, oocytes_merluccius_states_2f, 0.8911927307508368, 0.02477313298773685 -Cart, oocytes_trisopterus_nucleus_2f, 0.7257617246141836, 0.029837690053299604 -Cart, oocytes_trisopterus_states_5b, 0.8702630156728517, 0.025916263242401694 -Cart, parkinsons, 0.8558974358974359, 0.05822037527622443 -Cart, pima, 0.7011722264663441, 0.030849394257539655 -Cart, pittsburg-bridges-MATERIAL, 0.8006493506493506, 0.07641918889128255 -Cart, pittsburg-bridges-REL-L, 0.6171904761904762, 0.10161093599079367 -Cart, pittsburg-bridges-SPAN, 0.5575438596491228, 0.09592147935027655 -Cart, pittsburg-bridges-T-OR-D, 0.8225238095238094, 0.08877499647986477 -Cart, planning, 0.573963963963964, 0.07834935548163284 -Cart, post-operative, 0.5822222222222222, 0.10554970744033704 -Cart, seeds, 0.9161904761904762, 0.04238897730336739 -Cart, statlog-australian-credit, 0.5720289855072465, 0.04059031952408632 -Cart, statlog-german-credit, 0.6897, 0.02526677660486194 -Cart, statlog-heart, 0.7344444444444446, 0.04693777803495507 -Cart, statlog-image, 0.9613419913419914, 0.00934513626156175 -Cart, statlog-vehicle, 0.706384267316394, 0.030533108686824795 -Cart, synthetic-control, 0.9023333333333332, 0.02511307760244982 -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 -Hedge, balance-scale, 0.9268799999999999, 0.06136308787069482 -Hedge, balloons, 0.6233333333333332, 0.39234126984126966 -Hedge, breast-cancer, 0.7171203871748335, 0.3616679483449606 -Hedge, breast-cancer-wisc, 0.9672425488180886, 0.05157690357564579 -Hedge, breast-cancer-wisc-diag, 0.9346141903431143, 0.07167217360373247 -Hedge, breast-cancer-wisc-prog, 0.726897435897436, 0.30182419575091546 -Hedge, cardiotocography-10clases, 0.8224853907760284, 0.04244383988028859 -Hedge, cardiotocography-3clases, 0.9249283623308479, 0.0602439508982402 -Hedge, conn-bench-sonar-mines-rocks, 0.7111962833914053, 0.29348159104983085 -Hedge, cylinder-bands, 0.7147991623833998, 0.29943308455075124 -Hedge, dermatology, 0.9518918918918922, 0.021132385529569152 -Hedge, echocardiogram, 0.803732193732194, 0.23184391193739048 -Hedge, fertility, 0.8759999999999999, 0.1962085382961812 -Hedge, haberman-survival, 0.7156848228450555, 0.3635029471291943 -Hedge, heart-hungarian, 0.7867971946230274, 0.2657725912072866 -Hedge, hepatitis, 0.7625806451612901, 0.2589931331325924 -Hedge, ilpd-indian-liver, 0.688022399056882, 0.37862669572022073 -Hedge, ionosphere, 0.89456338028169, 0.11778274288375964 -Hedge, iris, 0.9393333333333334, 0.04973986434193759 -Hedge, led-display, 0.7229000000000001, 0.08588914246771266 -Hedge, libras, 0.6302777777777776, 0.05165805396141651 -Hedge, low-res-spect, 0.8227790513137014, 0.041615114646617435 -Hedge, lymphography, 0.748183908045977, 0.13997135664246718 -Hedge, mammographic, 0.8204010146804837, 0.2508836401655701 -Hedge, molec-biol-promoter, 0.7337229437229437, 0.27165754676111714 -Hedge, musk-1, 0.7899144736842106, 0.21840699019515383 -Hedge, oocytes_merluccius_nucleus_4d, 0.733264945002391, 0.30522643614918554 -Hedge, oocytes_merluccius_states_2f, 0.8992137733142032, 0.07844729159018868 -Hedge, oocytes_trisopterus_nucleus_2f, 0.7316975920254607, 0.3022908829038656 -Hedge, oocytes_trisopterus_states_5b, 0.8871872935807361, 0.08801089558713797 -Hedge, parkinsons, 0.8446153846153851, 0.1624820395549004 -Hedge, pima, 0.7442789236906883, 0.3262591809372487 -Hedge, pittsburg-bridges-MATERIAL, 0.8503463203463203, 0.1423410345127055 -Hedge, pittsburg-bridges-REL-L, 0.6393809523809524, 0.2928002682234352 -Hedge, pittsburg-bridges-SPAN, 0.6292982456140352, 0.30123005266829067 -Hedge, pittsburg-bridges-T-OR-D, 0.8336190476190474, 0.2180498486963409 -Hedge, planning, 0.7144144144144144, 0.4080436981633393 -Hedge, post-operative, 0.6911111111111109, 0.2864134132585191 -Hedge, seeds, 0.8942857142857144, 0.07952081943896047 -Hedge, statlog-australian-credit, 0.6427536231884058, 0.41046196215994185 -Hedge, statlog-german-credit, 0.7159, 0.32651908108216554 -Hedge, statlog-heart, 0.7948148148148146, 0.2531165005844386 -Hedge, statlog-image, 0.9604761904761905, 0.012960080161368716 -Hedge, statlog-vehicle, 0.7284852071005916, 0.148665983001905 -Hedge, synthetic-control, 0.8980000000000001, 0.03526071746856307 -Hedge, tic-tac-toe, 0.9832989746945902, 0.0324288588201445 -Hedge, vertebral-column-2clases, 0.8470967741935483, 0.19925244798629155 -Hedge, wine, 0.9791587301587302, 0.016852769344692316 -Hedge, zoo, 0.9298571428571428, 0.022397494870964197 -TBRRoF, balance-scale, 0.901701780173118, 0.022727898539488985 -TBRRoF, balloons, 0.64875, 0.23921130353453926 -TBRRoF, breast-cancer-wisc-diag, 0.9734979808923474, 0.01211458933120479 -TBRRoF, breast-cancer-wisc-prog, 0.8079471788715488, 0.05471208977777354 -TBRRoF, breast-cancer-wisc, 0.9688194038573934, 0.01104260329962437 -TBRRoF, breast-cancer, 0.7354775226702683, 0.04827367740143163 -TBRRoF, cardiotocography-10clases, 0.8288138243181649, 0.01645252887633946 -TBRRoF, cardiotocography-3clases, 0.9224819890962925, 0.011610247810599902 -TBRRoF, conn-bench-sonar-mines-rocks, 0.8375, 0.053844346412695955 -TBRRoF, cylinder-bands, 0.767890625, 0.03324347930143141 -TBRRoF, dermatology, 0.9746077041238331, 0.014736301000625167 -TBRRoF, echocardiogram, 0.8499598214285714, 0.05162023787508073 -TBRRoF, fertility, 0.8810000000000003, 0.060740820180344164 -TBRRoF, haberman-survival, 0.7374089068825913, 0.044260313726551134 -TBRRoF, heart-hungarian, 0.8190036529680362, 0.03888797653544859 -TBRRoF, hepatitis, 0.8227984595635432, 0.0532198072811453 -TBRRoF, ilpd-indian-liver, 0.7193709226467846, 0.023486304382908652 -TBRRoF, ionosphere, 0.9459827586206895, 0.02184731993247911 -TBRRoF, iris, 0.9658281358281358, 0.02676690588381821 -TBRRoF, led-display, 0.68436, 0.04995546157031798 -TBRRoF, libras, 0.8801666666666665, 0.03679035193712203 -TBRRoF, low-res-spect, 0.8999957912457909, 0.026355170969855124 -TBRRoF, lymphography, 0.8621621621621622, 0.05538892305924108 -TBRRoF, mammographic, 0.8280522130013831, 0.020736800209974978 -TBRRoF, molec-biol-promoter, 0.8082417582417584, 0.08100093455762149 -TBRRoF, musk-1, 0.8918907563025209, 0.028415223920829437 -TBRRoF, oocytes_merluccius_nucleus_4d, 0.8403234912642101, 0.018770954783619315 -TBRRoF, oocytes_merluccius_states_2f, 0.9260048065918971, 0.01392436830249517 -TBRRoF, oocytes_trisopterus_nucleus_2f, 0.8344298245614035, 0.02138638757870041 -TBRRoF, oocytes_trisopterus_states_5b, 0.9350877192982455, 0.013985948140735555 -TBRRoF, parkinsons, 0.9318872549019607, 0.03330032511327817 -TBRRoF, pima, 0.768046875, 0.028059285918720294 -TBRRoF, pittsburg-bridges-MATERIAL, 0.8622252747252745, 0.05272285056647456 -TBRRoF, pittsburg-bridges-REL-L, 0.6864928571428571, 0.08623338832389287 -TBRRoF, pittsburg-bridges-SPAN, 0.6956521739130435, 0.06464277753695896 -TBRRoF, pittsburg-bridges-T-OR-D, 0.8713629629629633, 0.06055900326616563 -TBRRoF, planning, 0.7224751773049648, 0.05837993833973262 -TBRRoF, post-operative, 0.7113068181818182, 0.08162598674627758 -TBRRoF, seeds, 0.9512464387464385, 0.033266940266918926 -TBRRoF, statlog-australian-credit, 0.6782665062817429, 0.029157752633879357 -TBRRoF, statlog-german-credit, 0.7592000000000001, 0.019449259220096972 -TBRRoF, statlog-heart, 0.8392277741726153, 0.037384083235462114 -TBRRoF, statlog-image, 0.9756969824863881, 0.006903978139917843 -TBRRoF, statlog-vehicle, 0.7870681752441981, 0.026493453010463675 -TBRRoF, synthetic-control, 0.9919999999999998, 0.009575797952794753 -TBRRoF, tic-tac-toe, 0.9844217781558706, 0.008102161082608183 -TBRRoF, vertebral-column-2clases, 0.8515140555646883, 0.03497531619650492 -TBRRoF, wine, 0.9821640316205533, 0.018615197860478525 -TBRRoF, zoo, 0.9492615384615388, 0.04884462984878655 -TBRaF, balance-scale, 0.8975269475747183, 0.023461084398242734 -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, 0.9685330216247806, 0.011892547172713566 -TBRaF, breast-cancer, 0.732153193131391, 0.04414297240873954 -TBRaF, cardiotocography-10clases, 0.8268112132229536, 0.016587713750123762 -TBRaF, cardiotocography-3clases, 0.9193786017390813, 0.011408461529019366 -TBRaF, conn-bench-sonar-mines-rocks, 0.8092307692307693, 0.052101905394016206 -TBRaF, cylinder-bands, 0.748671875, 0.037879462930709165 -TBRaF, dermatology, 0.974489542715349, 0.015244381530713037 -TBRaF, echocardiogram, 0.8470982142857144, 0.04121407375891862 -TBRaF, fertility, 0.8804000000000003, 0.05947711861036103 -TBRaF, haberman-survival, 0.7405026990553306, 0.04442778063213871 -TBRaF, heart-hungarian, 0.819897716894977, 0.040808946053684174 -TBRaF, hepatitis, 0.8308087291399229, 0.030786481618938533 -TBRaF, ilpd-indian-liver, 0.7113035880708294, 0.03241044043427038 -TBRaF, ionosphere, 0.9350574712643678, 0.03531528446913812 -TBRaF, iris, 0.9625086625086627, 0.02370416415994463 -TBRaF, led-display, 0.7121600000000001, 0.025910057029585667 -TBRaF, libras, 0.8463888888888887, 0.03918389343605342 -TBRaF, low-res-spect, 0.9000336700336697, 0.023601420494052557 -TBRaF, lymphography, 0.8422972972972973, 0.0589135421754256 -TBRaF, mammographic, 0.8293430152143845, 0.022325145379837995 -TBRaF, molec-biol-promoter, 0.7957554945054945, 0.07181386667033816 -TBRaF, musk-1, 0.8739495798319328, 0.0282061820436449 -TBRaF, oocytes_merluccius_nucleus_4d, 0.8366516365300984, 0.02109662119057668 -TBRaF, oocytes_merluccius_states_2f, 0.9237768368047604, 0.015521407216536862 -TBRaF, oocytes_trisopterus_nucleus_2f, 0.8346491228070174, 0.019722730155514016 -TBRaF, oocytes_trisopterus_states_5b, 0.9273903508771925, 0.016976508458830007 -TBRaF, parkinsons, 0.9110845588235295, 0.03900626598564447 -TBRaF, pima, 0.7598958333333333, 0.02539774065272653 -TBRaF, pittsburg-bridges-MATERIAL, 0.8643956043956043, 0.0575076392003003 -TBRaF, pittsburg-bridges-REL-L, 0.6964571428571429, 0.08540119415248532 -TBRaF, pittsburg-bridges-SPAN, 0.6832608695652175, 0.08456145562451363 -TBRaF, pittsburg-bridges-T-OR-D, 0.8654074074074076, 0.059112371460567796 -TBRaF, planning, 0.7153900709219856, 0.05557611621471211 -TBRaF, post-operative, 0.707007575757576, 0.10139602230667759 -TBRaF, seeds, 0.9433297720797718, 0.03028629022052037 -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, 0.9680695515784999, 0.007978763699442637 -TBRaF, statlog-vehicle, 0.7753996172930158, 0.02537062422962424 -TBRaF, synthetic-control, 0.9886666666666664, 0.008239844094951121 -TBRaF, tic-tac-toe, 0.9768216462091356, 0.010279827512750403 -TBRaF, vertebral-column-2clases, 0.8508877198750617, 0.031040561304764965 -TBRaF, wine, 0.9804347826086953, 0.019004456684509077 -TBRaF, zoo, 0.9336076923076927, 0.058309997782000134 -RandomForest, balance-scale, 0.83616, 0.02649630917694009 -RandomForest, balloons, 0.625, 0.24958298553119898 -RandomForest, breast-cancer-wisc-diag, 0.9602856699270299, 0.01304850246785924 -RandomForest, breast-cancer-wisc-prog, 0.7889487179487179, 0.062095973522275645 -RandomForest, breast-cancer-wisc, 0.9678078108941419, 0.013450156204218109 -RandomForest, breast-cancer, 0.7173260738052026, 0.05543339031060783 -RandomForest, cardiotocography-10clases, 0.8729086992543498, 0.01716119423915263 -RandomForest, cardiotocography-3clases, 0.9415357083678542, 0.011745284632829643 -RandomForest, conn-bench-sonar-mines-rocks, 0.833437862950058, 0.05787314265134896 -RandomForest, cylinder-bands, 0.792147344374643, 0.03975693903506292 -RandomForest, dermatology, 0.9778563495001852, 0.015194540700548658 -RandomForest, echocardiogram, 0.8139316239316239, 0.07230626105687148 -RandomForest, fertility, 0.8740000000000001, 0.0626418390534633 -RandomForest, haberman-survival, 0.7029666842940243, 0.046522788130533295 -RandomForest, heart-hungarian, 0.813249561659848, 0.04539952943524693 -RandomForest, hepatitis, 0.8225806451612903, 0.07162452681024038 -RandomForest, ilpd-indian-liver, 0.7048010610079575, 0.03367965359465586 -RandomForest, ionosphere, 0.9321851106639838, 0.031025947121713787 -RandomForest, iris, 0.9473333333333332, 0.03061590000854675 -RandomForest, led-display, 0.7097, 0.028747347703744767 -RandomForest, libras, 0.8008333333333334, 0.051039351799359346 -RandomForest, low-res-spect, 0.8941421266090636, 0.033512494391602414 -RandomForest, lymphography, 0.8472873563218392, 0.07011193134668385 -RandomForest, mammographic, 0.7956336355785838, 0.021570639366604298 -RandomForest, molec-biol-promoter, 0.8914718614718615, 0.06923296108787423 -RandomForest, musk-1, 0.8892916666666667, 0.032218163597528444 -RandomForest, oocytes_merluccius_nucleus_4d, 0.8008857006217122, 0.026005202449345177 -RandomForest, oocytes_merluccius_states_2f, 0.9224098517455765, 0.014089731590980637 -RandomForest, oocytes_trisopterus_nucleus_2f, 0.8086627034168018, 0.02785857804335842 -RandomForest, oocytes_trisopterus_states_5b, 0.9135879421125322, 0.018448127398280962 -RandomForest, parkinsons, 0.906153846153846, 0.043092182889324544 -RandomForest, pima, 0.7619658772599949, 0.029215416907967737 -RandomForest, pittsburg-bridges-MATERIAL, 0.8291341991341992, 0.07027590215086539 -RandomForest, pittsburg-bridges-REL-L, 0.6680952380952381, 0.07481193351882705 -RandomForest, pittsburg-bridges-SPAN, 0.6433333333333333, 0.1000367396003129 -RandomForest, pittsburg-bridges-T-OR-D, 0.8541428571428571, 0.0780557536653904 -RandomForest, planning, 0.6983483483483484, 0.0654856086595986 -RandomForest, post-operative, 0.6188888888888889, 0.09687079341723154 -RandomForest, seeds, 0.9333333333333332, 0.041785544701867246 -RandomForest, statlog-australian-credit, 0.6607246376811594, 0.04062342366030316 -RandomForest, statlog-german-credit, 0.76, 0.023748684174075843 -RandomForest, statlog-heart, 0.822962962962963, 0.04257809737244419 -RandomForest, statlog-image, 0.9785714285714286, 0.007182103906076649 -RandomForest, statlog-vehicle, 0.7494166376609818, 0.02747614895571888 -RandomForest, synthetic-control, 0.9860000000000001, 0.010598742063723111 -RandomForest, tic-tac-toe, 0.9884075043630017, 0.0071140588943835546 -RandomForest, vertebral-column-2clases, 0.8322580645161289, 0.04539112025635577 -RandomForest, wine, 0.9825873015873016, 0.02303907423919074 -RandomForest, zoo, 0.9594761904761906, 0.04292716501935155 diff --git a/results/exreport_accuracy.txt b/results/exreport_accuracy.txt deleted file mode 100644 index c9c6e11..0000000 --- a/results/exreport_accuracy.txt +++ /dev/null @@ -1,41 +0,0 @@ ---------------------------------------------------------------------- -Friedman test, objetive maximize output variable accuracy. Obtained p-value: 6.6349e-82 -Chi squared with 13 degrees of freedom statistic: 421.4222 -Test rejected: p-value: 6.6349e-82 < 0.0500 ---------------------------------------------------------------------- -Control post hoc test for output accuracy -Adjust method: Holm - -Control method: ODTE -p-values: - TBRRoF 0.2667 - SVC 0.0337 - TBRaF 0.0337 - STree 0.0305 - BaggingWodt 0.0181 - RandomForest 0.0001 - TBRoF 0.0001 - BaggingStree 0.0000 - Hedge 0.0000 - Wodt 0.0000 - Cart 0.0000 - ExtraTree 0.0000 - Bagging 0.0000 ---------------------------------------------------------------------- -$testMultiple - classifier pvalue rank win tie loss -ODTE ODTE NA 2.918367 NA NA NA -TBRRoF TBRRoF 2.666656e-01 3.857143 30 0 19 -TBRaF TBRaF 3.368966e-02 5.040816 37 0 12 -SVC SVC 3.368966e-02 5.061224 34 3 12 -STree STree 3.049694e-02 5.173469 36 6 7 -BaggingWodt BaggingWodt 1.808617e-02 5.377551 33 1 15 -RandomForest RandomForest 9.782582e-05 6.561224 39 0 10 -TBRoF TBRoF 6.942731e-05 6.653061 43 0 6 -BaggingStree BaggingStree 1.994251e-05 6.897959 42 4 3 -Hedge Hedge 3.459008e-14 9.561224 47 0 2 -Wodt Wodt 1.250970e-16 10.142857 49 0 0 -Cart Cart 2.205000e-22 11.346939 48 0 1 -ExtraTree ExtraTree 3.546304e-28 12.408163 49 0 0 -Bagging Bagging 3.655835e-38 14.000000 49 0 0 - diff --git a/results/exreport_err_accuracy.txt b/results/exreport_err_accuracy.txt deleted file mode 100644 index 3cd9b3a..0000000 --- a/results/exreport_err_accuracy.txt +++ /dev/null @@ -1,21 +0,0 @@ -Warning messages: -1: Removed 49 rows containing missing values (geom_bar). -2: Removed 49 rows containing missing values (geom_bar). -3: 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) -4: 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) -5: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : - failed to load cairo DLL -6: Removed 49 rows containing missing values (geom_bar). -7: Removed 49 rows containing missing values (geom_bar). -8: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : - failed to load cairo DLL -9: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : - failed to load cairo DLL diff --git a/results/exreport_err_f1-macro.txt b/results/exreport_err_f1-macro.txt deleted file mode 100644 index 2c19ff8..0000000 --- a/results/exreport_err_f1-macro.txt +++ /dev/null @@ -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, 6): Library not loaded: /opt/X11/lib/libSM.6.dylib - Referenced from: /Library/Frameworks/R.framework/Versions/4.0/Resources/modules/R_X11.so - Reason: image not found -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, 6): 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: image not found -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/exreport_err_f1-micro.txt b/results/exreport_err_f1-micro.txt deleted file mode 100644 index 2c19ff8..0000000 --- a/results/exreport_err_f1-micro.txt +++ /dev/null @@ -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, 6): Library not loaded: /opt/X11/lib/libSM.6.dylib - Referenced from: /Library/Frameworks/R.framework/Versions/4.0/Resources/modules/R_X11.so - Reason: image not found -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, 6): 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: image not found -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/exreport_f1-macro.csv b/results/exreport_f1-macro.csv deleted file mode 100644 index 416e86f..0000000 --- a/results/exreport_f1-macro.csv +++ /dev/null @@ -1,246 +0,0 @@ -classifier, dataset, f1_macro, stdev -ExtraTree, balance-scale, 0.5727937653363786, 0.023487857593735204 -ExtraTree, balloons, 0.5142380952380953, 0.30761517393993304 -ExtraTree, breast-cancer-wisc-diag, 0.9070138951323944, 0.02903776381824311 -ExtraTree, breast-cancer-wisc-prog, 0.5372527452695054, 0.09299756634049137 -ExtraTree, breast-cancer-wisc, 0.9334919221033554, 0.023728892992322302 -ExtraTree, breast-cancer, 0.5859978054054232, 0.06648992118041178 -ExtraTree, cardiotocography-10clases, 0.6354295232626165, 0.03600797841881146 -ExtraTree, cardiotocography-3clases, 0.7789905775124828, 0.029214271580936813 -ExtraTree, conn-bench-sonar-mines-rocks, 0.6884280028685714, 0.0768675369599383 -ExtraTree, cylinder-bands, 0.6758769583557732, 0.0481074636927063 -ExtraTree, dermatology, 0.87948428121547, 0.04971512090462707 -ExtraTree, echocardiogram, 0.6838558372486934, 0.09839035830723523 -ExtraTree, fertility, 0.5000780589077803, 0.0954728352478733 -ExtraTree, haberman-survival, 0.5441002544124391, 0.06607913609295565 -ExtraTree, heart-hungarian, 0.7366286989253811, 0.054567060935480395 -ExtraTree, hepatitis, 0.6556859873238605, 0.10358752552698505 -ExtraTree, ilpd-indian-liver, 0.589681357779014, 0.04544178790154917 -ExtraTree, ionosphere, 0.8387442365021327, 0.04611617688227847 -ExtraTree, iris, 0.9311749623217633, 0.04473731903535303 -ExtraTree, led-display, 0.6983907500978919, 0.030353489945598156 -ExtraTree, libras, 0.5831933894794575, 0.05653519276994073 -ExtraTree, low-res-spect, 0.4972214525831825, 0.10132146824648532 -ExtraTree, lymphography, 0.5757070025899516, 0.15033030843398723 -ExtraTree, mammographic, 0.7558760100988807, 0.027698417711324114 -ExtraTree, molec-biol-promoter, 0.6509738675500539, 0.09401233506670947 -ExtraTree, musk-1, 0.7760355627537484, 0.0456538495492241 -ExtraTree, oocytes_merluccius_nucleus_4d, 0.6551349700837547, 0.03145405483599261 -ExtraTree, oocytes_merluccius_states_2f, 0.8164511212111962, 0.03457396182424007 -ExtraTree, oocytes_trisopterus_nucleus_2f, 0.6740490811098043, 0.03494264061305315 -ExtraTree, oocytes_trisopterus_states_5b, 0.7414862438913187, 0.1097692351858535 -ExtraTree, parkinsons, 0.7920502260211159, 0.08299077782231591 -ExtraTree, pima, 0.6308026529361219, 0.03833037269479237 -ExtraTree, pittsburg-bridges-MATERIAL, 0.5431518620137351, 0.11359805075076672 -ExtraTree, pittsburg-bridges-REL-L, 0.542784439496199, 0.12150447938430403 -ExtraTree, pittsburg-bridges-SPAN, 0.5187037899672305, 0.14528193006843657 -ExtraTree, pittsburg-bridges-T-OR-D, 0.6224476073119025, 0.17126816947868354 -ExtraTree, planning, 0.5087328810885714, 0.09094948446708136 -ExtraTree, post-operative, 0.33379642949977606, 0.08927219008033142 -ExtraTree, seeds, 0.8793034021633708, 0.045278534272845755 -ExtraTree, statlog-australian-credit, 0.5041125564420327, 0.04067337035642206 -ExtraTree, statlog-german-credit, 0.6042137552028227, 0.03376794186695017 -ExtraTree, statlog-heart, 0.745563878848253, 0.050121638565688235 -ExtraTree, statlog-image, 0.9287556249057127, 0.011460667893450434 -ExtraTree, statlog-vehicle, 0.6623075401083436, 0.029778415336198627 -ExtraTree, synthetic-control, 0.8499390992241962, 0.03530229378295565 -ExtraTree, tic-tac-toe, 0.8512596573489445, 0.033883849834244494 -ExtraTree, vertebral-column-2clases, 0.7126615927891775, 0.06874434421548915 -ExtraTree, wine, 0.871206635236968, 0.06266592584827922 -ExtraTree, zoo, 0.8406797859601045, 0.13150110641628587 -STree, balance-scale, 0.9265131740362249, 0.037312333086031005 -STree, balloons, 0.8446666666666667, 0.31282654050518865 -STree, breast-cancer-wisc-diag, 0.9706102953809161, 0.018490232777584967 -STree, breast-cancer-wisc-prog, 0.6938799088588311, 0.0802838792405393 -STree, breast-cancer-wisc, 0.9644366357441517, 0.013302057333037687 -STree, breast-cancer, 0.5977692328883403, 0.06131423700623426 -STree, cardiotocography-10clases, 0.7249594452449721, 0.027952736869959725 -STree, cardiotocography-3clases, 0.8047450933164386, 0.029440639143025436 -STree, conn-bench-sonar-mines-rocks, 0.8278704136594282, 0.06223340699876001 -STree, cylinder-bands, 0.7144955323374411, 0.049207094568092774 -STree, dermatology, 0.9650140957279131, 0.02735006488553865 -STree, echocardiogram, 0.7809849488372878, 0.09492374919164333 -STree, fertility, 0.4776291734186471, 0.07610966312345967 -STree, haberman-survival, 0.5668280758817549, 0.048958301728547565 -STree, heart-hungarian, 0.8058019545857565, 0.055904380358896374 -STree, hepatitis, 0.679545747273831, 0.09309218917121138 -STree, ilpd-indian-liver, 0.5365716435598072, 0.04997719426087985 -STree, ionosphere, 0.9485237433255825, 0.026501778709667363 -STree, iris, 0.9649197561729933, 0.031991809966133454 -STree, led-display, 0.7018572552499925, 0.029683805445317908 -STree, libras, 0.7711420054931554, 0.057223856259531136 -STree, low-res-spect, 0.5878643195705683, 0.11532439653226878 -STree, lymphography, 0.7227982823995015, 0.15473422192194813 -STree, mammographic, 0.8247444860494174, 0.022979240237544687 -STree, molec-biol-promoter, 0.82350806168162, 0.09623635666849308 -STree, musk-1, 0.9153182016916332, 0.027945038775657752 -STree, oocytes_merluccius_nucleus_4d, 0.8106193292244438, 0.02747652563281051 -STree, oocytes_merluccius_states_2f, 0.8861286794653737, 0.039662040396404995 -STree, oocytes_trisopterus_nucleus_2f, 0.7915315555835422, 0.022454024641884448 -STree, oocytes_trisopterus_states_5b, 0.8202440139085921, 0.12003407413150388 -STree, parkinsons, 0.8215955865945646, 0.07457986018099877 -STree, pima, 0.7272230311008551, 0.03409303507915884 -STree, pittsburg-bridges-MATERIAL, 0.6476004301737219, 0.15758593896829767 -STree, pittsburg-bridges-REL-L, 0.5198369045474532, 0.12211614617549965 -STree, pittsburg-bridges-SPAN, 0.5981380692773761, 0.1452563718087535 -STree, pittsburg-bridges-T-OR-D, 0.6055548448944772, 0.14942448737838063 -STree, planning, 0.4835166429508621, 0.06036471739881151 -STree, post-operative, 0.36408227447449126, 0.06884481933819249 -STree, seeds, 0.9517615331226924, 0.02835421192103882 -STree, statlog-australian-credit, 0.403715381627813, 0.013987937973945137 -STree, statlog-german-credit, 0.6814377248474089, 0.035866070595778524 -STree, statlog-heart, 0.8169464663772505, 0.04386867289146406 -STree, statlog-image, 0.9562317002105086, 0.009019956789370743 -STree, statlog-vehicle, 0.7887902223394495, 0.04535448854380273 -STree, synthetic-control, 0.9493815784841081, 0.023850330828404633 -STree, tic-tac-toe, 0.9825563556199909, 0.009455902931936657 -STree, vertebral-column-2clases, 0.8291055027741718, 0.04591215433461673 -STree, wine, 0.9787069936438171, 0.02306005703869676 -STree, zoo, 0.8818845049130764, 0.12545694845427785 -Wodt, balance-scale, 0.8358732928978573, 0.06506728559025046 -Wodt, balloons, 0.6072380952380952, 0.29484803726558034 -Wodt, breast-cancer-wisc-diag, 0.9632573970855519, 0.015205833643883103 -Wodt, breast-cancer-wisc-prog, 0.5895295671838842, 0.08511366548952595 -Wodt, breast-cancer-wisc, 0.9355497216966795, 0.019669294186601724 -Wodt, breast-cancer, 0.5980028953162928, 0.06093077531158954 -Wodt, cardiotocography-10clases, 0.7220116555645313, 0.02477981147075781 -Wodt, cardiotocography-3clases, 0.8139688012414296, 0.02825265155863555 -Wodt, conn-bench-sonar-mines-rocks, 0.7989144993473782, 0.059126009836262164 -Wodt, cylinder-bands, 0.6872156332852595, 0.03744607544007138 -Wodt, dermatology, 0.958249051622088, 0.020949844760652817 -Wodt, echocardiogram, 0.7034301765960688, 0.08748162245260471 -Wodt, fertility, 0.5447801712163792, 0.10558047995358051 -Wodt, haberman-survival, 0.553392673544732, 0.06304813598221155 -Wodt, heart-hungarian, 0.7384307964607596, 0.060531096344938425 -Wodt, hepatitis, 0.6486214563559245, 0.0986201479769128 -Wodt, ilpd-indian-liver, 0.6049018820077577, 0.039196465014575306 -Wodt, ionosphere, 0.8629730018079403, 0.04458929465159322 -Wodt, iris, 0.9448390697191438, 0.03864158306040484 -Wodt, led-display, 0.6994104087342029, 0.03065199149753292 -Wodt, libras, 0.7637977949974413, 0.056945237594758044 -Wodt, low-res-spect, 0.5472830794365133, 0.11297897576200135 -Wodt, lymphography, 0.6386027468567566, 0.1761425765192241 -Wodt, mammographic, 0.7539765350702846, 0.024815175240905412 -Wodt, molec-biol-promoter, 0.7715991524794532, 0.08210738627025362 -Wodt, musk-1, 0.838623591264776, 0.035081503185396254 -Wodt, oocytes_merluccius_nucleus_4d, 0.7028110113620903, 0.029041112797573942 -Wodt, oocytes_merluccius_states_2f, 0.8692930094547939, 0.03732692071795527 -Wodt, oocytes_trisopterus_nucleus_2f, 0.7435475353013739, 0.03599317396158523 -Wodt, oocytes_trisopterus_states_5b, 0.8185881496111839, 0.10563781808049487 -Wodt, parkinsons, 0.8634974712591993, 0.07044133191885046 -Wodt, pima, 0.6570744520372426, 0.03919568875754368 -Wodt, pittsburg-bridges-MATERIAL, 0.5960959285222978, 0.1436510753121394 -Wodt, pittsburg-bridges-REL-L, 0.5498147430295633, 0.09570636528199628 -Wodt, pittsburg-bridges-SPAN, 0.531591255981322, 0.13445147026113294 -Wodt, pittsburg-bridges-T-OR-D, 0.630285752519136, 0.13373548338589775 -Wodt, planning, 0.48387230040115736, 0.08793989177029266 -Wodt, post-operative, 0.3211777251770158, 0.09958239294960618 -Wodt, seeds, 0.9263529951505527, 0.04311519321562753 -Wodt, statlog-australian-credit, 0.5002014320271712, 0.04070076456282711 -Wodt, statlog-german-credit, 0.6261146909800032, 0.029085397684538328 -Wodt, statlog-heart, 0.7725754190121286, 0.049072576048695804 -Wodt, statlog-image, 0.9532438056579063, 0.0108475217746303 -Wodt, statlog-vehicle, 0.7298329598410284, 0.028795600393131154 -Wodt, synthetic-control, 0.9782262209822135, 0.014731387453560993 -Wodt, tic-tac-toe, 0.9355997673839572, 0.03760852652039545 -Wodt, vertebral-column-2clases, 0.7784084758090317, 0.06442912397220432 -Wodt, wine, 0.9664753576515289, 0.03023444781593454 -Wodt, zoo, 0.8681084255924592, 0.11842602543609144 -SVC, balance-scale, 0.9484206180583622, 0.03332713768922945 -SVC, balloons, 0.8446666666666667, 0.31282654050518865 -SVC, breast-cancer-wisc-diag, 0.9734568637802279, 0.015505768496859912 -SVC, breast-cancer-wisc-prog, 0.6567751134341173, 0.08389784428241401 -SVC, breast-cancer-wisc, 0.9645918233088583, 0.013227436162443797 -SVC, breast-cancer, 0.5421704582270186, 0.06371823048736408 -SVC, cardiotocography-10clases, 0.766276074318262, 0.02965352428207558 -SVC, cardiotocography-3clases, 0.8058905489246746, 0.02967266219346452 -SVC, conn-bench-sonar-mines-rocks, 0.8278704136594282, 0.06223340699876001 -SVC, cylinder-bands, 0.7144955323374411, 0.049207094568092774 -SVC, dermatology, 0.9677857345204737, 0.02221695113209572 -SVC, echocardiogram, 0.7304463927671391, 0.08639011397294473 -SVC, fertility, 0.4776291734186471, 0.07610966312345967 -SVC, haberman-survival, 0.4580583653220017, 0.06191674652038062 -SVC, heart-hungarian, 0.7934346514829123, 0.05523454497392962 -SVC, hepatitis, 0.679545747273831, 0.09309218917121138 -SVC, ilpd-indian-liver, 0.4160723937645874, 0.013035416916734524 -SVC, ionosphere, 0.9485237433255825, 0.026501778709667363 -SVC, iris, 0.9655872610810016, 0.033094983550311326 -SVC, led-display, 0.7159404632086602, 0.026063824993770458 -SVC, libras, 0.7266667098140118, 0.058050568179593656 -SVC, low-res-spect, 0.6370363039996703, 0.14042579404839814 -SVC, lymphography, 0.7852655339903087, 0.1277678531469291 -SVC, mammographic, 0.8247444860494174, 0.022979240237544687 -SVC, molec-biol-promoter, 0.82350806168162, 0.09623635666849308 -SVC, musk-1, 0.9153182016916332, 0.027945038775657752 -SVC, oocytes_merluccius_nucleus_4d, 0.816944629328206, 0.0285112767433381 -SVC, oocytes_merluccius_states_2f, 0.8930467323320497, 0.028983490727133368 -SVC, oocytes_trisopterus_nucleus_2f, 0.7855823095203425, 0.024061935897770663 -SVC, oocytes_trisopterus_states_5b, 0.882713707616466, 0.08847125471105047 -SVC, parkinsons, 0.7801964619128645, 0.07288145802107089 -SVC, pima, 0.7309098830753072, 0.03101312017505461 -SVC, pittsburg-bridges-MATERIAL, 0.5924229739323144, 0.11576941514961962 -SVC, pittsburg-bridges-REL-L, 0.46279014210544006, 0.07082044496590217 -SVC, pittsburg-bridges-SPAN, 0.6279171141429484, 0.13929861333854207 -SVC, pittsburg-bridges-T-OR-D, 0.6267323794853245, 0.1663407230687916 -SVC, planning, 0.4835166429508621, 0.06036471739881151 -SVC, post-operative, 0.35100310286124153, 0.09248612964341259 -SVC, seeds, 0.9141941847062368, 0.08015572080694076 -SVC, statlog-australian-credit, 0.40382111052501324, 0.013929277042650937 -SVC, statlog-german-credit, 0.6984661264930913, 0.032936532353262646 -SVC, statlog-heart, 0.8252759870225687, 0.04125507054660991 -SVC, statlog-image, 0.9556071630524694, 0.00732951914477624 -SVC, statlog-vehicle, 0.7953029146290765, 0.029712340824871127 -SVC, synthetic-control, 0.9844582501011979, 0.010412972000054562 -SVC, tic-tac-toe, 0.9825563556199909, 0.009455902931936657 -SVC, vertebral-column-2clases, 0.824921450500864, 0.04308656692649559 -SVC, wine, 0.9634135744360262, 0.029689965098994825 -SVC, zoo, 0.8444971208685494, 0.13831803693711803 -Cart, balance-scale, 0.580675959105906, 0.02255142214504122 -Cart, balloons, 0.6293333333333334, 0.3038925248614494 -Cart, breast-cancer-wisc-diag, 0.9179790714985924, 0.0247347489494515 -Cart, breast-cancer-wisc-prog, 0.5794535647740554, 0.0807913421282125 -Cart, breast-cancer-wisc, 0.93650837917618, 0.02380550615640833 -Cart, breast-cancer, 0.5651387125088569, 0.06380636776211798 -Cart, cardiotocography-10clases, 0.7622380982708331, 0.023515618625823877 -Cart, cardiotocography-3clases, 0.86621465831795, 0.023090309254422185 -Cart, conn-bench-sonar-mines-rocks, 0.7201200286660193, 0.07072593653830025 -Cart, cylinder-bands, 0.6958204742890273, 0.04533034893916446 -Cart, dermatology, 0.9219751107111958, 0.03256193231246779 -Cart, echocardiogram, 0.7087488459364117, 0.09086941050505142 -Cart, fertility, 0.52296014185358, 0.10977539674800078 -Cart, haberman-survival, 0.5457121133590084, 0.06064205856246803 -Cart, heart-hungarian, 0.7275572121022578, 0.052063388005332986 -Cart, hepatitis, 0.6410213747470085, 0.0973567252995122 -Cart, ilpd-indian-liver, 0.5888657118478764, 0.04083185372178312 -Cart, ionosphere, 0.8628574913306685, 0.041272349201338154 -Cart, iris, 0.9359631321531647, 0.045624735461450024 -Cart, led-display, 0.6982259951025144, 0.03147891977528642 -Cart, libras, 0.6323071112024133, 0.0635317653134677 -Cart, low-res-spect, 0.5465855307890852, 0.12109179983824764 -Cart, lymphography, 0.5813027917577913, 0.18623141668421292 -Cart, mammographic, 0.7531167358103579, 0.021204132984639686 -Cart, molec-biol-promoter, 0.7060289346455184, 0.09234452666910511 -Cart, musk-1, 0.7724461342519681, 0.04479666466600532 -Cart, oocytes_merluccius_nucleus_4d, 0.6852561083882834, 0.03519688317133437 -Cart, oocytes_merluccius_states_2f, 0.8444531550230231, 0.040445916068746764 -Cart, oocytes_trisopterus_nucleus_2f, 0.7188261960764326, 0.030172927891369213 -Cart, oocytes_trisopterus_states_5b, 0.8093369490011, 0.09892669961945706 -Cart, parkinsons, 0.7969508331953521, 0.0922615649587087 -Cart, pima, 0.6693690181635117, 0.03291072358877397 -Cart, pittsburg-bridges-MATERIAL, 0.5601440073360827, 0.1324153897858396 -Cart, pittsburg-bridges-REL-L, 0.53367843911704, 0.10055784388042305 -Cart, pittsburg-bridges-SPAN, 0.4997749766419588, 0.11485651558691627 -Cart, pittsburg-bridges-T-OR-D, 0.5891917157765298, 0.15657562511679893 -Cart, planning, 0.48668550529177607, 0.08093243363299628 -Cart, post-operative, 0.341160739017854, 0.11014650269820302 -Cart, seeds, 0.9128055253029165, 0.04315420006575167 -Cart, statlog-australian-credit, 0.5152160745558955, 0.042749755199674506 -Cart, statlog-german-credit, 0.6336796583586354, 0.031295211698498394 -Cart, statlog-heart, 0.7276915119899825, 0.049885569066819416 -Cart, statlog-image, 0.9611932151382727, 0.009048497566086663 -Cart, statlog-vehicle, 0.7049451064392592, 0.02711156542929039 -Cart, synthetic-control, 0.9009505608712125, 0.025578717724264222 -Cart, tic-tac-toe, 0.9469542636624869, 0.02077097291106514 -Cart, vertebral-column-2clases, 0.7689762561481972, 0.045293897187831875 -Cart, wine, 0.9013055106121236, 0.05380275499047822 -Cart, zoo, 0.8797686000716075, 0.12253591189337093 diff --git a/results/exreport_f1-macro.txt b/results/exreport_f1-macro.txt deleted file mode 100644 index 1f2ab1f..0000000 --- a/results/exreport_f1-macro.txt +++ /dev/null @@ -1,23 +0,0 @@ ---------------------------------------------------------------------- -Friedman test, objetive maximize output variable f1_macro. Obtained p-value: 1.3389e-15 -Chi squared with 4 degrees of freedom statistic: 75.8163 -Test rejected: p-value: 1.3389e-15 < 0.0500 ---------------------------------------------------------------------- -Control post hoc test for output f1_macro -Adjust method: Holm - -Control method: STree -p-values: - SVC 0.7015 - Wodt 0.0160 - Cart 0.0000 - ExtraTree 0.0000 ---------------------------------------------------------------------- -$testMultiple - classifier pvalue rank win tie loss -STree STree NA 2.030612 NA NA NA -SVC SVC 7.014781e-01 2.153061 17 11 21 -Wodt Wodt 1.603472e-02 2.877551 39 0 10 -Cart Cart 4.231440e-06 3.571429 41 0 8 -ExtraTree ExtraTree 1.028478e-12 4.367347 43 0 6 - diff --git a/results/exreport_f1-micro.csv b/results/exreport_f1-micro.csv deleted file mode 100644 index dac659d..0000000 --- a/results/exreport_f1-micro.csv +++ /dev/null @@ -1,246 +0,0 @@ -classifier, dataset, f1_micro, stdev -ExtraTree, balance-scale, 0.7878399999999999, 0.03687783073880566 -ExtraTree, balloons, 0.575, 0.28927591596182967 -ExtraTree, breast-cancer-wisc-diag, 0.9131858407079645, 0.027969722048511694 -ExtraTree, breast-cancer-wisc-prog, 0.6632179487179486, 0.07656410793102839 -ExtraTree, breast-cancer-wisc, 0.9403360739979445, 0.021651408896714543 -ExtraTree, breast-cancer, 0.656908650937689, 0.05914309228326182 -ExtraTree, cardiotocography-10clases, 0.6989177575255454, 0.030051929270415466 -ExtraTree, cardiotocography-3clases, 0.8819887323943664, 0.01507833257138732 -ExtraTree, conn-bench-sonar-mines-rocks, 0.6956445993031357, 0.07653320217222026 -ExtraTree, cylinder-bands, 0.6958918713116314, 0.04592870865503855 -ExtraTree, dermatology, 0.8975268419104035, 0.03952766890465837 -ExtraTree, echocardiogram, 0.7305982905982905, 0.08853188223988526 -ExtraTree, fertility, 0.8059999999999999, 0.0690217357069496 -ExtraTree, haberman-survival, 0.6500105764145954, 0.06301971546791206 -ExtraTree, heart-hungarian, 0.7604909409701931, 0.04869532741159298 -ExtraTree, hepatitis, 0.7793548387096775, 0.07805118521205993 -ExtraTree, ilpd-indian-liver, 0.6634232242852933, 0.038699636929008456 -ExtraTree, ionosphere, 0.8540885311871226, 0.04332727262995766 -ExtraTree, iris, 0.9333333333333335, 0.04422166387140532 -ExtraTree, led-display, 0.7036999999999999, 0.028806422894903125 -ExtraTree, libras, 0.6022222222222223, 0.05851558829982036 -ExtraTree, low-res-spect, 0.8043255157820492, 0.038607085553935556 -ExtraTree, lymphography, 0.7288505747126437, 0.07209829097764535 -ExtraTree, mammographic, 0.7595207253886009, 0.027055981087449783 -ExtraTree, molec-biol-promoter, 0.6611255411255411, 0.09268635844993099 -ExtraTree, musk-1, 0.7796030701754388, 0.043688902783382215 -ExtraTree, oocytes_merluccius_nucleus_4d, 0.6907929220468675, 0.025573299489788762 -ExtraTree, oocytes_merluccius_states_2f, 0.8678149210903873, 0.018751010032533294 -ExtraTree, oocytes_trisopterus_nucleus_2f, 0.6820134510298443, 0.035675489219353006 -ExtraTree, oocytes_trisopterus_states_5b, 0.8403422806701495, 0.026186005269240954 -ExtraTree, parkinsons, 0.8482051282051282, 0.06020783639564788 -ExtraTree, pima, 0.6649944826415415, 0.03466246243736563 -ExtraTree, pittsburg-bridges-MATERIAL, 0.7835930735930735, 0.07970952540707685 -ExtraTree, pittsburg-bridges-REL-L, 0.6253333333333333, 0.10873604896570042 -ExtraTree, pittsburg-bridges-SPAN, 0.5715204678362573, 0.12252433352049193 -ExtraTree, pittsburg-bridges-T-OR-D, 0.8365714285714287, 0.08634786997098468 -ExtraTree, planning, 0.5972672672672672, 0.08066489784697915 -ExtraTree, post-operative, 0.5733333333333334, 0.10566660824861103 -ExtraTree, seeds, 0.8838095238095236, 0.04354995567685211 -ExtraTree, statlog-australian-credit, 0.5704347826086956, 0.041879795179494514 -ExtraTree, statlog-german-credit, 0.6664, 0.03069267013474064 -ExtraTree, statlog-heart, 0.7507407407407407, 0.04860326215293292 -ExtraTree, statlog-image, 0.928917748917749, 0.011578447915777761 -ExtraTree, statlog-vehicle, 0.6626481030281935, 0.029721786236711036 -ExtraTree, synthetic-control, 0.8525, 0.034490336810958123 -ExtraTree, tic-tac-toe, 0.8658529668411867, 0.030146489305175026 -ExtraTree, vertebral-column-2clases, 0.747741935483871, 0.06311049392365933 -ExtraTree, wine, 0.8719999999999999, 0.060551351036709916 -ExtraTree, zoo, 0.9346666666666665, 0.06150449350322653 -SVC, balance-scale, 0.9785600000000001, 0.013711542582802286 -SVC, balloons, 0.86, 0.28501461950807594 -SVC, breast-cancer-wisc-diag, 0.9753951249805931, 0.014597293231205878 -SVC, breast-cancer-wisc-prog, 0.7938589743589745, 0.05657320433780182 -SVC, breast-cancer-wisc, 0.9679527235354572, 0.011995201821390385 -SVC, breast-cancer, 0.7097640653357531, 0.04548673708726185 -SVC, cardiotocography-10clases, 0.8201355426677713, 0.022929719431675762 -SVC, cardiotocography-3clases, 0.8995319524993096, 0.016220560106895605 -SVC, conn-bench-sonar-mines-rocks, 0.8320905923344947, 0.06095204566527709 -SVC, cylinder-bands, 0.7476127926898912, 0.041100072725051215 -SVC, dermatology, 0.9715623843021103, 0.019321915565579672 -SVC, echocardiogram, 0.7893447293447292, 0.07164471250434974 -SVC, fertility, 0.8800000000000001, 0.054772255750516606 -SVC, haberman-survival, 0.7304389212057113, 0.04883765345604316 -SVC, heart-hungarian, 0.8169959088252484, 0.0493578039030494 -SVC, hepatitis, 0.8245161290322581, 0.07388716543081499 -SVC, ilpd-indian-liver, 0.7133952254641909, 0.03827755623741006 -SVC, ionosphere, 0.9532756539235413, 0.02385368651558141 -SVC, iris, 0.966, 0.032991581417756315 -SVC, led-display, 0.7204, 0.0252356890137757 -SVC, libras, 0.7427777777777779, 0.052281290471193745 -SVC, low-res-spect, 0.9016769529183564, 0.03269429070378195 -SVC, lymphography, 0.8471494252873564, 0.05938135729224899 -SVC, mammographic, 0.8267465457685665, 0.02292683529076792 -SVC, molec-biol-promoter, 0.827142857142857, 0.09431966640910128 -SVC, musk-1, 0.9163881578947368, 0.027520787090975465 -SVC, oocytes_merluccius_nucleus_4d, 0.8403060736489717, 0.02361085352104689 -SVC, oocytes_merluccius_states_2f, 0.9197675753228122, 0.016293604623296522 -SVC, oocytes_trisopterus_nucleus_2f, 0.7946219900318259, 0.023657263407759043 -SVC, oocytes_trisopterus_states_5b, 0.9222464420825075, 0.018202901471558224 -SVC, parkinsons, 0.8569230769230768, 0.04531720330280077 -SVC, pima, 0.7695127748068923, 0.026220480179581257 -SVC, pittsburg-bridges-MATERIAL, 0.8177056277056276, 0.07419071059995634 -SVC, pittsburg-bridges-REL-L, 0.6488571428571429, 0.09917715888014446 -SVC, pittsburg-bridges-SPAN, 0.7094736842105265, 0.10829259913995691 -SVC, pittsburg-bridges-T-OR-D, 0.8645238095238098, 0.07509819724217712 -SVC, planning, 0.7352702702702704, 0.06697755238925641 -SVC, post-operative, 0.6455555555555554, 0.07926358589783025 -SVC, seeds, 0.92, 0.0710721265021167 -SVC, statlog-australian-credit, 0.6782608695652174, 0.03904983647915211 -SVC, statlog-german-credit, 0.7663999999999999, 0.02716689161461062 -SVC, statlog-heart, 0.8303703703703706, 0.040801301789393805 -SVC, statlog-image, 0.9554545454545453, 0.007322162433664787 -SVC, statlog-vehicle, 0.797883745214062, 0.028612590720497315 -SVC, synthetic-control, 0.9846666666666667, 0.010049875621120901 -SVC, tic-tac-toe, 0.9844442626527051, 0.008387465200358178 -SVC, vertebral-column-2clases, 0.8461290322580644, 0.039271461122408785 -SVC, wine, 0.9645714285714284, 0.028746272776460524 -SVC, zoo, 0.9366666666666668, 0.05165294968232069 -Wodt, balance-scale, 0.92128, 0.031368162203100125 -Wodt, balloons, 0.6783333333333331, 0.2527680095792715 -Wodt, breast-cancer-wisc-diag, 0.9659043626766031, 0.014333296217523984 -Wodt, breast-cancer-wisc-prog, 0.707551282051282, 0.0676380525094531 -Wodt, breast-cancer-wisc, 0.9423514902363824, 0.017707541689583592 -Wodt, breast-cancer, 0.6632486388384754, 0.04925109121345335 -Wodt, cardiotocography-10clases, 0.7793040596520298, 0.019900281966912726 -Wodt, cardiotocography-3clases, 0.9014120961060482, 0.01602999412388906 -Wodt, conn-bench-sonar-mines-rocks, 0.804123112659698, 0.05815664564095989 -Wodt, cylinder-bands, 0.7025452122596612, 0.03710659493721448 -Wodt, dermatology, 0.9641873380229546, 0.016641323865204168 -Wodt, echocardiogram, 0.7423646723646725, 0.08024332218287807 -Wodt, fertility, 0.804, 0.06770524351924305 -Wodt, haberman-survival, 0.6640084611316763, 0.04847480845285772 -Wodt, heart-hungarian, 0.7619286966686151, 0.052100433118643215 -Wodt, hepatitis, 0.7683870967741936, 0.0837940093572466 -Wodt, ilpd-indian-liver, 0.6778588269967581, 0.03563106633276903 -Wodt, ionosphere, 0.8794607645875252, 0.03858080219956031 -Wodt, iris, 0.9466666666666668, 0.036514837167011066 -Wodt, led-display, 0.7047, 0.02916179006851258 -Wodt, libras, 0.7755555555555556, 0.05481168659742483 -Wodt, low-res-spect, 0.855533415623347, 0.03222774975371433 -Wodt, lymphography, 0.7800459770114943, 0.07599005574288029 -Wodt, mammographic, 0.7579566062176167, 0.02490614667979757 -Wodt, molec-biol-promoter, 0.778917748917749, 0.07679562169715945 -Wodt, musk-1, 0.8411776315789474, 0.03449014306500046 -Wodt, oocytes_merluccius_nucleus_4d, 0.7348373983739838, 0.026142104476547207 -Wodt, oocytes_merluccius_states_2f, 0.902934481109517, 0.022147306742109324 -Wodt, oocytes_trisopterus_nucleus_2f, 0.7491436978322225, 0.036020407821955064 -Wodt, oocytes_trisopterus_states_5b, 0.888806221101303, 0.021400267111632645 -Wodt, parkinsons, 0.9005128205128206, 0.05144589211891056 -Wodt, pima, 0.6881622952211188, 0.035111562938444044 -Wodt, pittsburg-bridges-MATERIAL, 0.7994805194805195, 0.07743566315819515 -Wodt, pittsburg-bridges-REL-L, 0.6184285714285714, 0.08544243928422808 -Wodt, pittsburg-bridges-SPAN, 0.5871929824561403, 0.11611933933595711 -Wodt, pittsburg-bridges-T-OR-D, 0.8375238095238096, 0.07413072965623016 -Wodt, planning, 0.5682732732732733, 0.08743812057354582 -Wodt, post-operative, 0.5566666666666666, 0.10627822791331752 -Wodt, seeds, 0.9290476190476191, 0.04218789629863413 -Wodt, statlog-australian-credit, 0.5617391304347826, 0.03785467296768582 -Wodt, statlog-german-credit, 0.6824999999999999, 0.02143011899173683 -Wodt, statlog-heart, 0.7777777777777779, 0.04757493547653752 -Wodt, statlog-image, 0.9534199134199135, 0.011148678082818681 -Wodt, statlog-vehicle, 0.7296756004176818, 0.03014045315193518 -Wodt, synthetic-control, 0.9785, 0.014538263689695227 -Wodt, tic-tac-toe, 0.9422676701570681, 0.03344804236125216 -Wodt, vertebral-column-2clases, 0.8070967741935482, 0.05624015696050971 -Wodt, wine, 0.967920634920635, 0.028208046326376822 -Wodt, zoo, 0.9514285714285715, 0.043724036675722826 -Cart, balance-scale, 0.78208, 0.03608203985364464 -Cart, balloons, 0.6833333333333335, 0.26977356760397747 -Cart, breast-cancer-wisc-diag, 0.9239217512808571, 0.02323176886368342 -Cart, breast-cancer-wisc-prog, 0.6914615384615383, 0.0722906917639702 -Cart, breast-cancer-wisc, 0.9433556012332991, 0.020857147642906682 -Cart, breast-cancer, 0.6362613430127042, 0.05493193657305148 -Cart, cardiotocography-10clases, 0.8109128969897819, 0.019011886406374308 -Cart, cardiotocography-3clases, 0.9204613090306545, 0.01384581771812524 -Cart, conn-bench-sonar-mines-rocks, 0.7253890824622532, 0.06929084790257112 -Cart, cylinder-bands, 0.712632781267847, 0.04623835814022763 -Cart, dermatology, 0.9396038504257683, 0.02387579095888003 -Cart, echocardiogram, 0.7443589743589744, 0.08299708625595158 -Cart, fertility, 0.799, 0.08395832299420945 -Cart, haberman-survival, 0.6404970914859863, 0.05511749985683948 -Cart, heart-hungarian, 0.750613676212741, 0.04493113662535728 -Cart, hepatitis, 0.7658064516129032, 0.07293747411360528 -Cart, ilpd-indian-liver, 0.6639640436192161, 0.03825985300800366 -Cart, ionosphere, 0.8757907444668007, 0.03797437861573896 -Cart, iris, 0.9386666666666668, 0.04389887368841152 -Cart, led-display, 0.7037, 0.029644729717101474 -Cart, libras, 0.6549999999999998, 0.05921033860341339 -Cart, low-res-spect, 0.8352036677834599, 0.030503013555880365 -Cart, lymphography, 0.7683218390804598, 0.07551790968755526 -Cart, mammographic, 0.7569187176165802, 0.02085241130314711 -Cart, molec-biol-promoter, 0.7158008658008658, 0.08811757165025375 -Cart, musk-1, 0.7768969298245614, 0.04377193669136466 -Cart, oocytes_merluccius_nucleus_4d, 0.7195667144906744, 0.03068883042942922 -Cart, oocytes_merluccius_states_2f, 0.8911927307508368, 0.024773132987736857 -Cart, oocytes_trisopterus_nucleus_2f, 0.7257617246141836, 0.029837690053299604 -Cart, oocytes_trisopterus_states_5b, 0.8702630156728517, 0.025916263242401694 -Cart, parkinsons, 0.8558974358974359, 0.05822037527622443 -Cart, pima, 0.7011722264663441, 0.03084939425753965 -Cart, pittsburg-bridges-MATERIAL, 0.8006493506493506, 0.07641918889128255 -Cart, pittsburg-bridges-REL-L, 0.6171904761904762, 0.10161093599079367 -Cart, pittsburg-bridges-SPAN, 0.5575438596491228, 0.09592147935027655 -Cart, pittsburg-bridges-T-OR-D, 0.8225238095238094, 0.08877499647986477 -Cart, planning, 0.573963963963964, 0.07834935548163284 -Cart, post-operative, 0.5822222222222222, 0.10554970744033704 -Cart, seeds, 0.9161904761904762, 0.04238897730336739 -Cart, statlog-australian-credit, 0.5720289855072465, 0.04059031952408632 -Cart, statlog-german-credit, 0.6897000000000001, 0.025266776604861936 -Cart, statlog-heart, 0.7344444444444446, 0.04693777803495507 -Cart, statlog-image, 0.9613419913419914, 0.00934513626156175 -Cart, statlog-vehicle, 0.706384267316394, 0.0305331086868248 -Cart, synthetic-control, 0.9023333333333332, 0.025113077602449827 -Cart, tic-tac-toe, 0.9522851221640489, 0.018529859619663462 -Cart, vertebral-column-2clases, 0.7996774193548387, 0.04231712199258937 -Cart, wine, 0.9015873015873015, 0.05260031029360109 -Cart, zoo, 0.9555714285714286, 0.0444278568819179 -STree, balance-scale, 0.97056, 0.015046806970251203 -STree, balloons, 0.86, 0.28501461950807594 -STree, breast-cancer-wisc-diag, 0.9727635460332246, 0.017313211324042233 -STree, breast-cancer-wisc-prog, 0.811128205128205, 0.05846009894763934 -STree, breast-cancer-wisc, 0.967808838643371, 0.012084225264206048 -STree, breast-cancer, 0.7342105263157894, 0.047977358056609264 -STree, cardiotocography-10clases, 0.7914874344103839, 0.019208232849977826 -STree, cardiotocography-3clases, 0.9006125379729356, 0.015400444429719292 -STree, conn-bench-sonar-mines-rocks, 0.8320905923344947, 0.06095204566527709 -STree, cylinder-bands, 0.7476127926898912, 0.041100072725051215 -STree, dermatology, 0.9718326545723807, 0.020688266783058316 -STree, echocardiogram, 0.8314245014245013, 0.0736320418281732 -STree, fertility, 0.8800000000000001, 0.054772255750516606 -STree, haberman-survival, 0.735637228979376, 0.04346136548997219 -STree, heart-hungarian, 0.8275219170075979, 0.05052827428335672 -STree, hepatitis, 0.8245161290322581, 0.07388716543081499 -STree, ilpd-indian-liver, 0.7234983790156204, 0.03848855509041466 -STree, ionosphere, 0.9532756539235413, 0.02385368651558141 -STree, iris, 0.9653333333333333, 0.03194439613522917 -STree, led-display, 0.7030000000000001, 0.02912043955712206 -STree, libras, 0.7886111111111112, 0.05169130237032862 -STree, low-res-spect, 0.8837824016928232, 0.03245929146861622 -STree, lymphography, 0.8350344827586206, 0.05906491141171708 -STree, mammographic, 0.8267465457685665, 0.02292683529076792 -STree, molec-biol-promoter, 0.827142857142857, 0.09431966640910128 -STree, musk-1, 0.9163881578947368, 0.027520787090975465 -STree, oocytes_merluccius_nucleus_4d, 0.8351252989000477, 0.022096077254427166 -STree, oocytes_merluccius_states_2f, 0.9153653754184602, 0.02039598729685399 -STree, oocytes_trisopterus_nucleus_2f, 0.8009860085269921, 0.0218449453461112 -STree, oocytes_trisopterus_states_5b, 0.9222488440521228, 0.017920300227679896 -STree, parkinsons, 0.882051282051282, 0.04783271309276316 -STree, pima, 0.7666513878278585, 0.02972027059401136 -STree, pittsburg-bridges-MATERIAL, 0.8677489177489177, 0.07122264688853039 -STree, pittsburg-bridges-REL-L, 0.6322380952380952, 0.1012105974392682 -STree, pittsburg-bridges-SPAN, 0.659766081871345, 0.11650021102545294 -STree, pittsburg-bridges-T-OR-D, 0.8616190476190478, 0.06937466062918769 -STree, planning, 0.7352702702702704, 0.06697755238925641 -STree, post-operative, 0.711111111111111, 0.07535922203472521 -STree, seeds, 0.9528571428571427, 0.0279658035429067 -STree, statlog-australian-credit, 0.6779710144927535, 0.039215152522406406 -STree, statlog-german-credit, 0.7625, 0.02718915224864506 -STree, statlog-heart, 0.8229629629629629, 0.044003990341567836 -STree, statlog-image, 0.9559307359307361, 0.009560731264745029 -STree, statlog-vehicle, 0.7930281935259312, 0.030103968123227114 -STree, synthetic-control, 0.9500000000000002, 0.025385910352879692 -STree, tic-tac-toe, 0.9844442626527051, 0.008387465200358178 -STree, vertebral-column-2clases, 0.8529032258064515, 0.040885108432915755 -STree, wine, 0.9791587301587302, 0.022426953738041516 -STree, zoo, 0.9575238095238094, 0.04546150348723331 diff --git a/results/exreport_f1-micro.txt b/results/exreport_f1-micro.txt deleted file mode 100644 index 65a4d56..0000000 --- a/results/exreport_f1-micro.txt +++ /dev/null @@ -1,23 +0,0 @@ ---------------------------------------------------------------------- -Friedman test, objetive maximize output variable f1_micro. Obtained p-value: 2.9567e-27 -Chi squared with 4 degrees of freedom statistic: 130.5592 -Test rejected: p-value: 2.9567e-27 < 0.0500 ---------------------------------------------------------------------- -Control post hoc test for output f1_micro -Adjust method: Holm - -Control method: STree -p-values: - SVC 1.0000 - Wodt 0.0000 - Cart 0.0000 - ExtraTree 0.0000 ---------------------------------------------------------------------- -$testMultiple - classifier pvalue rank win tie loss -STree STree NA 1.683673 NA NA NA -SVC SVC 1.000000e+00 1.683673 19 11 19 -Wodt Wodt 2.043468e-06 3.244898 45 0 4 -Cart Cart 7.353503e-11 3.816327 45 0 4 -ExtraTree ExtraTree 6.260948e-19 4.571429 48 0 1 - diff --git a/results_best_ODTE.txt b/results_best_ODTE.txt new file mode 100644 index 0000000..f0a7494 --- /dev/null +++ b/results_best_ODTE.txt @@ -0,0 +1,3 @@ +results_accuracy_ODTE_Galgo_2022-02-19_11:35:08_0.json +results_accuracy_ODTE_Galgo_2022-02-17_09:59:54_0.json +results_accuracy_ODTE_bart_2022-02-21_11:01:03_0.json From 4d50601c7b03b47675898bbf1687cf5fcf7ca209 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Fri, 25 Feb 2022 23:01:35 +0100 Subject: [PATCH 2/4] Add a new 032 ODTE result --- results/results_accuracy_ODTE_Galgo_2022-02-25_19:28:33_0.json | 1 + 1 file changed, 1 insertion(+) create mode 100644 results/results_accuracy_ODTE_Galgo_2022-02-25_19:28:33_0.json diff --git a/results/results_accuracy_ODTE_Galgo_2022-02-25_19:28:33_0.json b/results/results_accuracy_ODTE_Galgo_2022-02-25_19:28:33_0.json new file mode 100644 index 0000000..7a88421 --- /dev/null +++ b/results/results_accuracy_ODTE_Galgo_2022-02-25_19:28:33_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "ODTE with jobs -1 and STree with optimized hyperparameters", "model": "ODTE", "version": "0.3.2", "stratified": false, "folds": 5, "date": "2022-02-25", "time": "19:28:33", "duration": 7700.806465625763, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "Galgo", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.3276, "leaves": 3.6638, "depth": 3.0021999999999998, "score": 0.97328, "score_std": 0.019700802014131297, "time": 0.304591588973999, "time_std": 0.19974450871029029}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.9951999999999996, "leaves": 1.9975999999999998, "depth": 1.9975999999999998, "score": 0.7249999999999999, "score_std": 0.27901115071305344, "time": 0.11884871959686279, "time_std": 0.02111241366496525}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.4956, "leaves": 2.7478000000000002, "depth": 2.5691999999999995, "score": 0.9743455985095482, "score_std": 0.015781115159315053, "time": 0.21895856380462647, "time_std": 0.037415103439884606}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.940799999999999, "leaves": 4.4704, "depth": 3.583, "score": 0.8111153846153845, "score_std": 0.06044808711637556, "time": 0.288917236328125, "time_std": 0.026410010921462387}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.5304, "leaves": 2.7651999999999997, "depth": 2.7342, "score": 0.967093525179856, "score_std": 0.013344621315086935, "time": 0.25928019046783446, "time_std": 0.03524453219145863}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.8092, "leaves": 8.4046, "depth": 5.0062, "score": 0.732800967937084, "score_std": 0.044011866781377286, "time": 0.5380926847457885, "time_std": 0.03923745178407243}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 110.7004, "leaves": 55.8502, "depth": 11.3824, "score": 0.8392787627727146, "score_std": 0.019744912756327067, "time": 5.962573103904724, "time_std": 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"features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.8968, "leaves": 6.9484, "depth": 6.945400000000001, "score": 0.9564761904761905, "score_std": 0.04405222627127694, "time": 0.22591346263885498, "time_std": 0.032543685173076695}]} \ No newline at end of file From 304907360625a4875f51f30278da56c5d96e9501 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Tue, 1 Mar 2022 12:12:42 +0100 Subject: [PATCH 3/4] clean some ODTE buggy results --- ...racy_ODTE_Galgo_2021-12-17_17:07:14_0.json | 712 -------------- ...racy_ODTE_Galgo_2021-12-19_18:48:48_0.json | 908 ------------------ ...racy_ODTE_Galgo_2021-12-19_18:58:19_0.json | 908 ------------------ ...racy_ODTE_Galgo_2022-01-11_13:15:05_0.json | 1 - ...racy_ODTE_Galgo_2022-01-11_13:15:09_0.json | 1 - ...racy_ODTE_Galgo_2022-02-21_17:47:11_0.json | 1 - 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newline at end of file diff --git a/results/results_accuracy_ODTE_Galgo_2021-12-19_18:58:19_0.json b/results/results_accuracy_ODTE_Galgo_2021-12-19_18:58:19_0.json deleted file mode 100644 index ad533cd..0000000 --- a/results/results_accuracy_ODTE_Galgo_2021-12-19_18:58:19_0.json +++ /dev/null @@ -1,908 +0,0 @@ -{ - "score_name": "accuracy", - "title": "Prueba con 20 \u00e1rboles y jobs=1", - "model": "ODTE", - "version": "0.3.1", - "stratified": false, - "folds": 5, - "date": "2021-12-19", - "time": "18:58:19", - "duration": 2623.6299550533295, - "seeds": [ - 57, - 31, - 1714, - 17, - 23, - 79, - 83, - 97, - 7, - 1 - ], - "platform": "Galgo", - "results": [ - { - "dataset": "balance-scale", - "samples": 625, - "features": 4, - "classes": 3, - "hyperparameters": { - "n_estimators": 20, - "n_jobs": 1, - "max_features": "log2" - }, - "nodes": 5.741999999999999, - "leaves": 3.370999999999999, - "depth": 3.085, - "score": 0.82544, - "score_std": 0.04253382653841528, - "time": 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a/results/results_accuracy_ODTE_Galgo_2022-02-22_20:44:27_0.json b/results/results_accuracy_ODTE_Galgo_2022-02-22_20:44:27_0.json deleted file mode 100644 index 23b7139..0000000 --- a/results/results_accuracy_ODTE_Galgo_2022-02-22_20:44:27_0.json +++ /dev/null @@ -1 +0,0 @@ -{"score_name": "accuracy", "title": "ODTE 032 with jobs -1 and STree with optimized hyperparameters", "model": "ODTE", "version": "0.3.2", "stratified": false, "folds": 5, "date": "2022-02-22", "time": "20:44:27", "duration": 7870.6337015628815, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "Galgo", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.403199999999999, "leaves": 3.7015999999999996, "depth": 3.0, "score": 0.9447999999999999, "score_std": 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a/results/results_accuracy_ODTE_bart_2022-02-05_11:47:15_0.json b/results/results_accuracy_ODTE_bart_2022-02-05_11:47:15_0.json deleted file mode 100644 index 50d58bd..0000000 --- a/results/results_accuracy_ODTE_bart_2022-02-05_11:47:15_0.json +++ /dev/null @@ -1 +0,0 @@ -{"score_name": "accuracy", "title": "ODTE pseudo Random Forest linear-random max_samples-0.75", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-05", "time": "11:47:15", "duration": 8937.99035191536, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "bart", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 27.086399999999994, "leaves": 14.043199999999997, "depth": 6.712999999999998, "score": 0.8323199999999998, "score_std": 0.038498540232065934, 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a/results/results_accuracy_ODTE_bart_2022-02-20_19:28:40_0.json +++ /dev/null @@ -1 +0,0 @@ -{"score_name": "accuracy", "title": "ODTE (fixed Stree in clone) with jobs -1 and optimized hyperparameters", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-20", "time": "19:28:40", "duration": 10524.476826190948, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "bart", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.4224, "leaves": 3.7112, "depth": 3.0, "score": 0.9447999999999999, "score_std": 0.029943947635540626, "time": 0.37248178958892825, "time_std": 0.20664937805160685}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, 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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 From 0e355b7754c109b968758278654720e02f794ef2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Tue, 1 Mar 2022 16:00:03 +0100 Subject: [PATCH 4/4] Begin pair_check --- src/pair_check.py | 47 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) create mode 100644 src/pair_check.py diff --git a/src/pair_check.py b/src/pair_check.py new file mode 100644 index 0000000..7878d7b --- /dev/null +++ b/src/pair_check.py @@ -0,0 +1,47 @@ +#!/usr/bin/env python +import argparse +from Experiments import Experiment, Datasets +from Results import Report +from Utils import EnvDefault + +"""Check best results of two models giving scores and win-tie-loose results +""" + + +def parse_arguments(): + ap = argparse.ArgumentParser() + ap.add_argument( + "-s", + "--score", + action=EnvDefault, + envvar="score", + type=str, + required=True, + help="score name {accuracy, f1_macro, ...}", + ) + ap.add_argument( + "-m1", + "--model1", + type=str, + required=True, + help="model 1 name", + ) + ap.add_argument( + "-m2", + "--model2", + type=str, + required=True, + help="model 2 name", + ) + args = ap.parse_args() + return ( + args.score, + args.model1 < args.model2, + ) + + +( + score, + model1, + model2, +) = parse_arguments()