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0.04110007272505122 +STree, dermatology, 0.9718326545723807, 0.020688266783058316 +STree, echocardiogram, 0.848974358974359, 0.06695913759706462 +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, 0.9222488440521228, 0.017920300227679892 +STree, parkinsons, 0.882051282051282, 0.04783271309276316 +STree, pima, 0.7692530345471521, 0.02618732989053553 +STree, pittsburg-bridges-MATERIAL, 0.8677489177489177, 0.07122264688853039 +STree, pittsburg-bridges-REL-L, 0.6645714285714286, 0.10801301676827298 +STree, pittsburg-bridges-SPAN, 0.659766081871345, 0.11650021102545294 +STree, pittsburg-bridges-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, 0.9239999999999999, 0.021659178193089396 +ODTE, balloons, 0.7066666666666667, 0.26100234141137935 +ODTE, breast-cancer-wisc-diag, 0.9739931687626143, 0.016554866765950735 +ODTE, breast-cancer-wisc-prog, 0.8070512820512818, 0.059157047027533 +ODTE, breast-cancer-wisc, 0.9692415210688591, 0.012072349303984906 +ODTE, breast-cancer, 0.7359649122807018, 0.043381723438568644 +ODTE, cardiotocography-10clases, 0.8377754211543773, 0.020035258312140675 +ODTE, cardiotocography-3clases, 0.9158537420602043, 0.013571959275117652 +ODTE, conn-bench-sonar-mines-rocks, 0.7854239256678279, 0.07210263797211701 +ODTE, cylinder-bands, 0.7460803350466401, 0.04260435987279008 +ODTE, dermatology, 0.9680081451314329, 0.023334849960359193 +ODTE, echocardiogram, 0.8238746438746438, 0.06589070412230422 +ODTE, fertility, 0.88, 0.0547722557505166 +ODTE, haberman-survival, 0.7353569539925967, 0.048347683288816515 +ODTE, heart-hungarian, 0.8214085330216249, 0.049935356113179924 +ODTE, hepatitis, 0.8283870967741934, 0.0804358574219804 +ODTE, ilpd-indian-liver, 0.7157987032124963, 0.04136086940136927 +ODTE, ionosphere, 0.9059718309859154, 0.03471067999538322 +ODTE, iris, 0.964, 0.03255081497528987 +ODTE, led-display, 0.7137000000000002, 0.025880687780659915 +ODTE, libras, 0.8625, 0.047079031268550814 +ODTE, low-res-spect, 0.9093969317580672, 0.035428439542986974 +ODTE, lymphography, 0.832344827586207, 0.06549748038347303 +ODTE, mammographic, 0.8288347366148531, 0.022955531218077037 +ODTE, molec-biol-promoter, 0.7904329004329003, 0.0963032622623464 +ODTE, musk-1, 0.8548026315789474, 0.033674907626638946 +ODTE, oocytes_merluccius_nucleus_4d, 0.8087986609277857, 0.02324664503616214 +ODTE, oocytes_merluccius_states_2f, 0.9230946915351506, 0.015908353110954166 +ODTE, oocytes_trisopterus_nucleus_2f, 0.8073500270221581, 0.022955567972911185 +ODTE, oocytes_trisopterus_states_5b, 0.9267387257551191, 0.01807476944375977 +ODTE, parkinsons, 0.9066666666666667, 0.04522134909753559 +ODTE, pima, 0.7728910958322721, 0.02900120258111359 +ODTE, pittsburg-bridges-MATERIAL, 0.8277922077922077, 0.07594184145809477 +ODTE, pittsburg-bridges-REL-L, 0.6884761904761906, 0.09103880212339951 +ODTE, pittsburg-bridges-SPAN, 0.6746783625730994, 0.10284887278436884 +ODTE, pittsburg-bridges-T-OR-D, 0.8664761904761904, 0.07649172587269897 +ODTE, planning, 0.714924924924925, 0.07235508746526072 +ODTE, post-operative, 0.711111111111111, 0.07535922203472521 +ODTE, seeds, 0.9376190476190476, 0.04009342830436526 +ODTE, statlog-australian-credit, 0.6782608695652174, 0.03904983647915211 +ODTE, statlog-german-credit, 0.7576, 0.029227384419410526 +ODTE, statlog-heart, 0.8362962962962963, 0.043879120650725585 +ODTE, statlog-image, 0.9628138528138528, 0.00586719844055923 +ODTE, statlog-vehicle, 0.7922151061608075, 0.04107954624320137 +ODTE, synthetic-control, 0.987, 0.009741092797468319 +ODTE, tic-tac-toe, 0.983296247818499, 0.008356787795559038 +ODTE, vertebral-column-2clases, 0.8564516129032256, 0.037928954891305953 +ODTE, wine, 0.9752857142857142, 0.024285200741535777 +ODTE, zoo, 0.9574761904761906, 0.04557023434769017 +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, 0.06763805250945308 +Wodt, breast-cancer-wisc, 0.9423514902363824, 0.01770754168958359 +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, 0.804123112659698, 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, 0.06770524351924304 +Wodt, haberman-survival, 0.6640084611316763, 0.048474808452857704 +Wodt, heart-hungarian, 0.761928696668615, 0.052100433118643194 +Wodt, hepatitis, 0.7683870967741936, 0.0837940093572466 +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, 0.7755555555555556, 0.05481168659742484 +Wodt, low-res-spect, 0.855533415623347, 0.03222774975371431 +Wodt, lymphography, 0.7800459770114943, 0.07599005574288029 +Wodt, mammographic, 0.7579566062176167, 0.024906146679797566 +Wodt, molec-biol-promoter, 0.778917748917749, 0.07679562169715945 +Wodt, musk-1, 0.8411776315789474, 0.03449014306500045 +Wodt, oocytes_merluccius_nucleus_4d, 0.7350334768053562, 0.026108005434086076 +Wodt, oocytes_merluccius_states_2f, 0.902934481109517, 0.022147306742109327 +Wodt, oocytes_trisopterus_nucleus_2f, 0.7491436978322225, 0.03602040782195508 +Wodt, oocytes_trisopterus_states_5b, 0.8888062211013031, 0.021400267111632645 +Wodt, parkinsons, 0.9005128205128206, 0.05144589211891057 +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, 0.07413072965623015 +Wodt, planning, 0.5682732732732733, 0.08743812057354583 +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, 0.021430118991736812 +Wodt, statlog-heart, 0.7777777777777779, 0.04757493547653752 +Wodt, statlog-image, 0.9534199134199135, 0.011148678082818688 +Wodt, statlog-vehicle, 0.7296756004176818, 0.03014045315193517 +Wodt, synthetic-control, 0.9785, 0.01453826368969525 +Wodt, tic-tac-toe, 0.9422676701570681, 0.03344804236125215 +Wodt, vertebral-column-2clases, 0.8070967741935482, 0.05624015696050971 +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 +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 diff --git a/results/exreport_accuracy.txt b/results/exreport_accuracy.txt new file mode 100644 index 0000000..5834246 --- /dev/null +++ b/results/exreport_accuracy.txt @@ -0,0 +1,25 @@ +--------------------------------------------------------------------- +Friedman test, objetive maximize output variable accuracy. Obtained p-value: 2.7347e-36 +Chi squared with 5 degrees of freedom statistic: 176.6822 +Test rejected: p-value: 2.7347e-36 < 0.0500 +--------------------------------------------------------------------- +Control post hoc test for output accuracy +Adjust method: Holm + +Control method: SVC +p-values: + ODTE 1.0000 + STree 1.0000 + Wodt 0.0000 + Cart 0.0000 + ExtraTree 0.0000 +--------------------------------------------------------------------- +$testMultiple + classifier pvalue rank win tie loss +SVC SVC NA 2.030612 NA NA NA +ODTE ODTE 1.000000e+00 2.071429 24 2 23 +STree STree 1.000000e+00 2.183673 22 11 16 +Wodt Wodt 2.662615e-09 4.346939 47 0 2 +Cart Cart 1.019512e-12 4.795918 46 0 3 +ExtraTree ExtraTree 3.691815e-20 5.571429 49 0 0 + diff --git a/results/exreport_err_accuracy.txt b/results/exreport_err_accuracy.txt new file mode 100644 index 0000000..8ee4ae4 --- /dev/null +++ b/results/exreport_err_accuracy.txt @@ -0,0 +1,17 @@ +Warning messages: +1: In grSoftVersion() : + unable to load shared object '/Library/Frameworks/R.framework/Resources/modules//R_X11.so': + dlopen(/Library/Frameworks/R.framework/Resources/modules//R_X11.so, 0x0006): Library not loaded: /opt/X11/lib/libSM.6.dylib + Referenced from: /Library/Frameworks/R.framework/Versions/4.0/Resources/modules/R_X11.so + Reason: tried: '/opt/X11/lib/libSM.6.dylib' (no such file), '/Library/Frameworks/R.framework/Resources/lib/libSM.6.dylib' (no such file), '/Library/Java/JavaVirtualMachines/jdk1.8.0_241.jdk/Contents/Home/jre/lib/server/libSM.6.dylib' (no such file) +2: In cairoVersion() : + unable to load shared object '/Library/Frameworks/R.framework/Resources/library/grDevices/libs//cairo.so': + dlopen(/Library/Frameworks/R.framework/Resources/library/grDevices/libs//cairo.so, 0x0006): Library not loaded: /opt/X11/lib/libXrender.1.dylib + Referenced from: /Library/Frameworks/R.framework/Versions/4.0/Resources/library/grDevices/libs/cairo.so + Reason: tried: '/opt/X11/lib/libXrender.1.dylib' (no such file), '/Library/Frameworks/R.framework/Resources/lib/libXrender.1.dylib' (no such file), '/Library/Java/JavaVirtualMachines/jdk1.8.0_241.jdk/Contents/Home/jre/lib/server/libXrender.1.dylib' (no such file) +3: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : + failed to load cairo DLL +4: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : + failed to load cairo DLL +5: In svg(paste(figPath, id, ".svg", sep = ""), width = 11.69, height = 8.27) : + failed to load cairo DLL diff --git a/results/exreport_err_f1-macro.txt b/results/exreport_err_f1-macro.txt new file mode 100644 index 0000000..2c19ff8 --- /dev/null +++ b/results/exreport_err_f1-macro.txt @@ -0,0 +1,17 @@ +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 new file mode 100644 index 0000000..2c19ff8 --- /dev/null +++ b/results/exreport_err_f1-micro.txt @@ -0,0 +1,17 @@ +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 new file mode 100644 index 0000000..416e86f --- /dev/null +++ b/results/exreport_f1-macro.csv @@ -0,0 +1,246 @@ +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 new file mode 100644 index 0000000..1f2ab1f --- /dev/null +++ b/results/exreport_f1-macro.txt @@ -0,0 +1,23 @@ +--------------------------------------------------------------------- +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 new file mode 100644 index 0000000..dac659d --- /dev/null +++ b/results/exreport_f1-micro.csv @@ -0,0 +1,246 @@ +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 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a/results/exreport_f1-micro.txt b/results/exreport_f1-micro.txt new file mode 100644 index 0000000..65a4d56 --- /dev/null +++ b/results/exreport_f1-micro.txt @@ -0,0 +1,23 @@ +--------------------------------------------------------------------- +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/results_accuracy_Cart_Galgo_2021-12-17_22:34:48_0.json b/results/results_accuracy_Cart_Galgo_2021-12-17_22:34:48_0.json new file mode 100644 index 0000000..8a197ba --- /dev/null +++ b/results/results_accuracy_Cart_Galgo_2021-12-17_22:34:48_0.json @@ -0,0 +1,712 @@ +{ + "score_name": 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0.06326652015319546}]} \ No newline at end of file diff --git a/results/results_accuracy_ODTE_Galgo_2022-01-11_13:15:09_0.json b/results/results_accuracy_ODTE_Galgo_2022-01-11_13:15:09_0.json new file mode 100644 index 0000000..3e75548 --- /dev/null +++ b/results/results_accuracy_ODTE_Galgo_2022-01-11_13:15:09_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "Como RF cada \u00e1rbol con todas las variables", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-01-11", "time": "13:15:09", "duration": 10284.412049531937, "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": 10, "be_hyperparams": "{\"max_features\":\"sqrt\"}"}, "nodes": 29.6968, "leaves": 15.3484, "depth": 6.9724, "score": 0.8376, "score_std": 0.032446879665077186, "time": 3.397743058204651, "time_std": 0.40941769401537736}, {"dataset": "balloons", 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0.022946984746621987}]} \ No newline at end of file diff --git a/results/results_accuracy_ODTE_bart_2021-12-20_11:29:22_0.json b/results/results_accuracy_ODTE_bart_2021-12-20_11:29:22_0.json new file mode 100644 index 0000000..1a60a68 --- /dev/null +++ b/results/results_accuracy_ODTE_bart_2021-12-20_11:29:22_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "Odte con 20 \u00e1rboles y njobs=1", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2021-12-20", "time": "11:29:22", "duration": 3193.738037109375, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "bart", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 1}, "nodes": 5.741999999999999, "leaves": 3.370999999999999, "depth": 3.085, "score": 0.82544, "score_std": 0.04253382653841528, "time": 0.5826823711395264, "time_std": 0.041345470386683486}, {"dataset": "balloons", 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values('2021-09-30','12:13:22','crossval','0','accuracy','0.7938589743589745','0.05657320433780183','breast-cancer-wisc-prog','SVC','0','1','0.0011388015747070311','0.0002464821557232919','{"C": 0.2, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9679527235354572','0.011995201821390402','breast-cancer-wisc','SVC','0','1','0.0019516515731811523','0.00036605881375633803','{"kernel": "rbf"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7097640653357531','0.04548673708726185','breast-cancer','SVC','0','1','0.00146120548248291','0.00017906099932247707','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8201355426677713','0.02292971943167577','cardiotocography-10clases','SVC','0','1','0.03224744319915771','0.0018724091025745788','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8995319524993096','0.016220560106895616','cardiotocography-3clases','SVC','0','1','0.02356377124786377','0.008886608732604141','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8320905923344947','0.06095204566527709','conn-bench-sonar-mines-rocks','SVC','0','1','0.0013523244857788087','3.332881654823166e-05','{"kernel": "rbf"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7476127926898914','0.04110007272505122','cylinder-bands','SVC','0','1','0.004786052703857422','0.00030081023486348607','{"kernel": "rbf"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9715623843021103','0.019321915565579672','dermatology','SVC','0','1','0.00128842830657959','9.376522787126973e-05','{"C": 55, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7893447293447293','0.07164471250434974','echocardiogram','SVC','0','1','0.0006335306167602539','2.3371553967332872e-05','{"C": 7, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.88','0.0547722557505166','fertility','SVC','0','1','0.0005298089981079101','2.622689722579611e-05','{"C": 0.05, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7304389212057113','0.04883765345604318','haberman-survival','SVC','0','1','0.0013601541519165038','0.0002161560758925071','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8169959088252484','0.0493578039030494','heart-hungarian','SVC','0','1','0.0009273910522460938','4.1152360658677234e-05','{"C": 0.05, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8245161290322581','0.073887165430815','hepatitis','SVC','0','1','0.0009154987335205078','4.803342469974259e-05','{"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7133952254641912','0.03827755623741007','ilpd-indian-liver','SVC','0','1','0.003720064163208008','0.0006358986402582392','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9532756539235413','0.02385368651558141','ionosphere','SVC','0','1','0.0025193166732788087','0.00023866137201414208','{"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.966','0.032991581417756315','iris','SVC','0','1','0.0005801725387573242','0.00012964664006465349','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7204','0.02523568901377571','led-display','SVC','0','1','0.004968976974487305','0.0007454650331974553','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7427777777777779','0.05228129047119374','libras','SVC','0','1','0.004348988533020019','0.00011789238707198441','{"C": 0.08, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9016769529183564','0.03269429070378195','low-res-spect','SVC','0','1','0.0036452913284301756','0.00013564915277084006','{"C": 0.05, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8471494252873564','0.05938135729224899','lymphography','SVC','0','1','0.0006799745559692383','2.5446422430898902e-05','{"C": 0.05, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8267465457685665','0.022926835290767923','mammographic','SVC','0','1','0.008485808372497558','0.0004949674633003508','{"kernel": "rbf"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.827142857142857','0.09431966640910128','molec-biol-promoter','SVC','0','1','0.000785989761352539','2.9941137888993328e-05','{"kernel": "rbf"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9163881578947368','0.027520787090975468','musk-1','SVC','0','1','0.0072632312774658205','0.00033318801173011644','{"C": 0.05, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8403060736489717','0.023610853521046887','oocytes_merluccius_nucleus_4d','SVC','0','1','0.1708998680114746','0.03412802727016322','{"C": 8.25, "gamma": 0.1, "kernel": "poly"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9197675753228122','0.016293604623296522','oocytes_merluccius_states_2f','SVC','0','1','0.006530613899230957','0.0005808026739545692','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7946219900318259','0.02365726340775905','oocytes_trisopterus_nucleus_2f','SVC','0','1','0.01390514850616455','0.001677459827969071','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9222464420825075','0.018202901471558224','oocytes_trisopterus_states_5b','SVC','0','1','0.004840407371520996','0.00020127188568847356','{"C": 0.11, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8569230769230768','0.045317203302800785','parkinsons','SVC','0','1','0.000878610610961914','8.076702862856064e-05','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7695127748068923','0.02622048017958126','pima','SVC','0','1','0.005951528549194336','0.00040212060986905815','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8177056277056276','0.07419071059995634','pittsburg-bridges-MATERIAL','SVC','0','1','0.0005900382995605469','2.7231493373551927e-05','{"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.6488571428571429','0.09917715888014444','pittsburg-bridges-REL-L','SVC','0','1','0.0006755208969116211','5.537694523752256e-05','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7094736842105265','0.10829259913995691','pittsburg-bridges-SPAN','SVC','0','1','0.0005861043930053711','9.284132433646358e-05','{"C": 0.05, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8645238095238096','0.07509819724217713','pittsburg-bridges-T-OR-D','SVC','0','1','0.0005504989624023438','3.741822819738554e-05','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7352702702702704','0.06697755238925641','planning','SVC','0','1','0.0011424112319946289','4.152049499431638e-05','{"C": 7, "gamma": 10.0, "kernel": "rbf", "max_iter": 10000.0}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.6455555555555554','0.07926358589783025','post-operative','SVC','0','1','0.0006249856948852539','2.5338899114648023e-05','{"C": 55, "degree": 5, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.92','0.0710721265021167','seeds','SVC','0','1','0.0021086788177490236','0.00048241236859517336','{"C": 10000.0, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.6782608695652174','0.03904983647915211','statlog-australian-credit','SVC','0','1','0.0033515310287475586','9.238840976045301e-05','{"C": 0.05, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.7663999999999999','0.027166891614610618','statlog-german-credit','SVC','0','1','0.01946547508239746','0.003434984175861793','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8303703703703706','0.040801301789393805','statlog-heart','SVC','0','1','0.0016689395904541016','0.0006356373031451787','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9554545454545453','0.00732216243366479','statlog-image','SVC','0','1','0.018981671333312987','0.0017818104871941706','{"C": 7, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.797883745214062','0.028612590720497322','statlog-vehicle','SVC','0','1','0.00798799991607666','0.0004560280775823335','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9846666666666667','0.010049875621120901','synthetic-control','SVC','0','1','0.0023563241958618163','0.00036236016197434317','{"C": 0.55, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9844442626527051','0.008387465200358178','tic-tac-toe','SVC','0','1','0.006028361320495605','0.0003939973121056981','{"C": 0.2, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.8461290322580644','0.03927146112240879','vertebral-column-2clases','SVC','0','1','0.001038036346435547','5.271465214296842e-05','{"kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9645714285714284','0.028746272776460524','wine','SVC','0','1','0.0006193733215332032','2.4868525757074873e-05','{"C": 0.55, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); +replace into results (date,time,type,stratified,score_name,score,score_std,dataset,classifier,norm,stand,time_spent,time_spent_std,parameters,nodes,leaves,depth,platform,nfolds,seeds) values('2021-09-30','12:13:22','crossval','0','accuracy','0.9366666666666668','0.05165294968232069','zoo','SVC','0','1','0.0007095479965209961','9.763987376415993e-05','{"C": 0.1, "max_iter": 10000.0, "kernel": "linear", "decision_function_shape": "ovr"}','0.0','0.0','0.0','iMac27','5','[57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]'); diff --git a/results/results_accuracy_SVC_iMac27_2021-09-30_12:13:22_0.xlsx b/results/results_accuracy_SVC_iMac27_2021-09-30_12:13:22_0.xlsx new file mode 100644 index 0000000..23bd9a2 Binary files /dev/null and b/results/results_accuracy_SVC_iMac27_2021-09-30_12:13:22_0.xlsx differ diff --git a/results/results_accuracy_SVC_iMac27w_2022-01-12_20:22:40_0.json b/results/results_accuracy_SVC_iMac27w_2022-01-12_20:22:40_0.json new file mode 100644 index 0000000..01e86be --- /dev/null +++ b/results/results_accuracy_SVC_iMac27w_2022-01-12_20:22:40_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "SVC default params", "model": "SVC", "version": "-", "stratified": false, "folds": 5, "date": "2022-01-12", "time": "20:22:40", "duration": 20.74129343032837, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "iMac27w", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {}, "nodes": 0.0, "leaves": 0.0, "depth": 0.0, "score": 0.9024000000000001, "score_std": 0.02182109071517738, "time": 0.0033736467361450196, "time_std": 0.0001712881192620763}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {}, "nodes": 0.0, "leaves": 0.0, "depth": 0.0, "score": 0.5816666666666667, 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