{ "score_name": "accuracy", "model": "STree", "version": "1.2.3", "stratified": false, "folds": 5, "date": "2021-12-17", "time": "14:06:39", "duration": 1328.3162517547607, "seeds": [ 57, 31, 1714, 17, 23, 79, 83, 97, 7, 1 ], "platform": "bart", "results": [ { "dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": { "C": 10000.0, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 7.0, "leaves": 4.0, "depth": 3.0, "score": 0.97056, "score_std": 0.015046806970251203, "time": 0.04040552616119385, "time_std": 0.004472018958525781 }, { "dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": { "C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.86, "score_std": 0.28501461950807594, "time": 0.002264509201049805, "time_std": 0.0001713715129900105 }, { "dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": { "C": 0.2, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 3.24, "leaves": 2.12, "depth": 2.12, "score": 0.9727635460332246, "score_std": 0.017313211324042233, "time": 0.008700242042541504, "time_std": 0.0013941753751410613 }, { "dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": { "C": 0.2, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 5.84, "leaves": 3.42, "depth": 3.24, "score": 0.811128205128205, "score_std": 0.05846009894763935, "time": 0.01711002826690674, "time_std": 0.003344917339715649 }, { "dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": { "kernel": "rbf", "multiclass_strategy": "ovr" }, "nodes": 4.6, "leaves": 2.8, "depth": 2.8, "score": 0.967808838643371, "score_std": 0.012084225264206064, "time": 0.026733846664428712, "time_std": 0.002116446830044621 }, { "dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 21.72, "leaves": 11.36, "depth": 5.86, "score": 0.7342105263157894, "score_std": 0.047977358056609264, "time": 0.05575754165649414, "time_std": 0.016984488543091335 }, { "dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 160.76, "leaves": 80.88, "depth": 22.86, "score": 0.7914874344103837, "score_std": 0.019208232849977837, "time": 6.690962872505188, "time_std": 0.7408648253675978 }, { "dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 47.68, "leaves": 24.34, "depth": 8.84, "score": 0.9006125379729356, "score_std": 0.015400444429719303, "time": 2.225568861961365, "time_std": 0.2933035918095489 }, { "dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": { "kernel": "rbf", "multiclass_strategy": "ovr" }, "nodes": 3.04, "leaves": 2.02, "depth": 2.02, "score": 0.8320905923344947, "score_std": 0.06095204566527709, "time": 0.012998805046081544, "time_std": 0.0012343004219920871 }, { "dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": { "kernel": "rbf", "multiclass_strategy": "ovr" }, "nodes": 3.04, "leaves": 2.02, "depth": 2.02, "score": 0.7476127926898914, "score_std": 0.04110007272505122, "time": 0.05729833602905274, "time_std": 0.00464817573099786 }, { "dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": { "C": 55, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 11.0, "leaves": 6.0, "depth": 6.0, "score": 0.9718326545723807, "score_std": 0.020688266783058316, "time": 0.07578819751739502, "time_std": 0.02297788499600513 }, { "dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": { "C": 7, "gamma": 0.1, "kernel": "poly", "max_features": "auto", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 6.56, "leaves": 3.78, "depth": 3.58, "score": 0.8314245014245013, "score_std": 0.07363204182817319, "time": 0.04279179096221924, "time_std": 0.013975455740081025 }, { "dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": { "C": 0.05, "max_features": "auto", "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 1.04, "leaves": 1.02, "depth": 1.02, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.008168869018554688, "time_std": 0.0010337293838416854 }, { "dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 23.4, "leaves": 12.2, "depth": 5.98, "score": 0.735637228979376, "score_std": 0.04346136548997221, "time": 0.040049138069152834, "time_std": 0.008052345487515357 }, { "dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": { "C": 0.05, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 10.16, "leaves": 5.58, "depth": 4.0, "score": 0.8275219170075979, "score_std": 0.05052827428335672, "time": 0.011793112754821778, "time_std": 0.0017212902842724221 }, { "dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": { "C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.8245161290322581, "score_std": 0.073887165430815, "time": 0.005827856063842773, "time_std": 0.00013114630860535363 }, { "dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 16.04, "leaves": 8.52, "depth": 5.28, "score": 0.7234983790156204, "score_std": 0.038488555090414656, "time": 0.08111073970794677, "time_std": 0.03591016727324066 }, { "dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": { "C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 3.16, "leaves": 2.08, "depth": 2.08, "score": 0.9532756539235413, "score_std": 0.02385368651558141, "time": 0.019496636390686037, "time_std": 0.0014208753927841546 }, { "dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 5.0, "leaves": 3.0, "depth": 3.0, "score": 0.9653333333333333, "score_std": 0.03194439613522917, "time": 0.00832695484161377, "time_std": 0.000875285033758186 }, { "dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 47.16, "leaves": 24.08, "depth": 17.76, "score": 0.7030000000000001, "score_std": 0.029120439557122058, "time": 0.46099143505096435, "time_std": 0.027191751880916704 }, { "dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": { "C": 0.08, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 82.28, "leaves": 41.64, "depth": 28.84, "score": 0.7886111111111112, "score_std": 0.05169130237032862, "time": 1.6164209365844726, "time_std": 0.16612045884909016 }, { "dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": { "C": 0.05, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 27.4, "leaves": 14.2, "depth": 10.74, "score": 0.8837824016928232, "score_std": 0.032459291468616217, "time": 0.8622785425186157, "time_std": 0.08394649923657961 }, { "dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": { "C": 0.05, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 9.04, "leaves": 5.02, "depth": 4.48, "score": 0.8350344827586206, "score_std": 0.05906491141171708, "time": 0.01335822582244873, "time_std": 0.0018074791393799998 }, { "dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": { "kernel": "rbf", "multiclass_strategy": "ovr" }, "nodes": 3.16, "leaves": 2.08, "depth": 2.08, "score": 0.8267465457685665, "score_std": 0.022926835290767923, "time": 0.105483717918396, "time_std": 0.011046947516960476 }, { "dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": { "kernel": "rbf", "multiclass_strategy": "ovr" }, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.827142857142857, "score_std": 0.09431966640910128, "time": 0.004860272407531738, "time_std": 3.651717243929136e-05 }, { "dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": { "C": 0.05, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.9163881578947368, "score_std": 0.027520787090975468, "time": 0.03727767944335938, "time_std": 0.001311814167331204 }, { "dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": { "C": 8.25, "gamma": 0.1, "kernel": "poly", "multiclass_strategy": "ovr" }, "nodes": 10.52, "leaves": 5.76, "depth": 4.42, "score": 0.8351252989000477, "score_std": 0.02209607725442717, "time": 0.6590751504898071, "time_std": 0.08501155068905022 }, { "dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 18.04, "leaves": 9.52, "depth": 5.3, "score": 0.9153653754184602, "score_std": 0.02039598729685399, "time": 0.3764349555969238, "time_std": 0.06134547229237441 }, { "dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 29.88, "leaves": 15.44, "depth": 7.38, "score": 0.8009860085269921, "score_std": 0.0218449453461112, "time": 1.4755500078201294, "time_std": 0.42413014182436115 }, { "dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": { "C": 0.11, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 7.44, "leaves": 4.22, "depth": 3.6, "score": 0.9222488440521228, "score_std": 0.017920300227679892, "time": 0.11059552192687988, "time_std": 0.01860898050736382 }, { "dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 8.48, "leaves": 4.74, "depth": 3.76, "score": 0.882051282051282, "score_std": 0.04783271309276316, "time": 0.018746471405029295, "time_std": 0.004184815958669692 }, { "dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 17.4, "leaves": 9.2, "depth": 5.66, "score": 0.7666513878278585, "score_std": 0.02972027059401136, "time": 0.16595352172851563, "time_std": 0.04828956800196988 }, { "dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": { "C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 5.16, "leaves": 3.08, "depth": 3.02, "score": 0.8677489177489177, "score_std": 0.07122264688853039, "time": 0.008479795455932616, "time_std": 0.0008323392758548281 }, { "dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 16.32, "leaves": 8.66, "depth": 5.96, "score": 0.6322380952380952, "score_std": 0.1012105974392682, "time": 0.03137258529663086, "time_std": 0.0075692820410737955 }, { "dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": { "C": 0.05, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 9.84, "leaves": 5.42, "depth": 4.58, "score": 0.659766081871345, "score_std": 0.11650021102545294, "time": 0.012817072868347167, "time_std": 0.003991148457888281 }, { "dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 4.56, "leaves": 2.78, "depth": 2.68, "score": 0.8616190476190478, "score_std": 0.06937466062918769, "time": 0.006876420974731445, "time_std": 0.0013183980001756279 }, { "dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": { "C": 7, "gamma": 10.0, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.7352702702702704, "score_std": 0.06697755238925641, "time": 0.01048027515411377, "time_std": 0.0002294847485394456 }, { "dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": { "C": 55, "degree": 5, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 2.64, "leaves": 1.82, "depth": 1.82, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.005445737838745118, "time_std": 0.0013859802582758055 }, { "dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": { "C": 10000.0, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 9.88, "leaves": 5.44, "depth": 4.44, "score": 0.9528571428571427, "score_std": 0.0279658035429067, "time": 0.045395431518554685, "time_std": 0.011612102908004589 }, { "dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": { "C": 0.05, "max_features": "auto", "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 2.32, "leaves": 1.66, "depth": 1.66, "score": 0.6779710144927535, "score_std": 0.039215152522406406, "time": 0.03153388977050781, "time_std": 0.0187080288815351 }, { "dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 21.24, "leaves": 11.12, "depth": 6.18, "score": 0.7625, "score_std": 0.02718915224864506, "time": 0.6086980390548706, "time_std": 0.1307186839938275 }, { "dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 14.56, "leaves": 7.78, "depth": 5.0, "score": 0.8229629629629629, "score_std": 0.044003990341567836, "time": 0.029798002243041993, "time_std": 0.006758796723420054 }, { "dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": { "C": 7, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 36.92, "leaves": 18.96, "depth": 10.8, "score": 0.9559307359307361, "score_std": 0.00956073126474503, "time": 9.187446312904358, "time_std": 0.4544774395555185 }, { "dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 23.88, "leaves": 12.44, "depth": 7.06, "score": 0.7930281935259312, "score_std": 0.03010396812322711, "time": 0.6016041469573975, "time_std": 0.08990400840960258 }, { "dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": { "C": 0.55, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 12.48, "leaves": 6.74, "depth": 6.5, "score": 0.9500000000000002, "score_std": 0.025385910352879692, "time": 0.39993892669677733, "time_std": 0.07981874581019713 }, { "dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": { "C": 0.2, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0, "multiclass_strategy": "ovr" }, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.9844442626527051, "score_std": 0.008387465200358178, "time": 0.03550571441650391, "time_std": 0.0011823261440691063 }, { "dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": { "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 6.04, "leaves": 3.52, "depth": 3.34, "score": 0.8529032258064515, "score_std": 0.04088510843291576, "time": 0.013298892974853515, "time_std": 0.0020002140128655608 }, { "dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": { "C": 0.55, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 5.0, "leaves": 3.0, "depth": 3.0, "score": 0.9791587301587302, "score_std": 0.022426953738041516, "time": 0.004745588302612304, "time_std": 9.068465155091464e-05 }, { "dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": { "C": 0.1, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": "ovr" }, "nodes": 13.04, "leaves": 7.02, "depth": 7.02, "score": 0.9575238095238094, "score_std": 0.04546150348723332, "time": 0.01387012004852295, "time_std": 0.0002869412885783182 } ], "title": "default" }