mirror of
https://github.com/Doctorado-ML/benchmark.git
synced 2025-08-16 07:55:54 +00:00
1 line
22 KiB
JSON
1 line
22 KiB
JSON
{"score_name": "accuracy", "title": "ODTE pseudo Random Forest linear-random max_features-sqrt", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-06", "time": "01:02:40", "duration": 9701.946419715881, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "bart", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 8.802, "leaves": 4.901, "depth": 4.030200000000001, "score": 0.7790400000000001, "score_std": 0.05159572075279112, "time": 1.3200111055374146, "time_std": 0.2112441727117094}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 3.0307999999999997, "leaves": 2.0154, "depth": 1.9938000000000002, "score": 0.5933333333333333, "score_std": 0.308508958991109, "time": 0.16345465660095215, "time_std": 0.033952552235682706}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 5.085999999999999, "leaves": 3.0429999999999997, "depth": 2.8449999999999993, "score": 0.9453547585778604, "score_std": 0.01915093020681382, "time": 1.0890057897567749, "time_std": 0.06474155580638885}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.702, "leaves": 1.3510000000000002, "depth": 1.3122, "score": 0.7626923076923078, "score_std": 0.0691680627695892, "time": 0.2890672492980957, "time_std": 0.07506694715907014}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 6.7303999999999995, "leaves": 3.8651999999999997, "depth": 3.6060000000000003, "score": 0.9643782117163411, "score_std": 0.015031854042462633, "time": 0.8542711067199708, "time_std": 0.06263054812491918}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 3.4652000000000003, "leaves": 2.2326, "depth": 2.0968, "score": 0.7101270417422867, "score_std": 0.0481212068495279, "time": 0.4073265790939331, "time_std": 0.07972926730867118}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 64.946, "leaves": 32.973, "depth": 10.0182, "score": 0.6450655619994476, "score_std": 0.030937661295701507, "time": 46.44211447238922, "time_std": 1.0782551656053616}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 15.833599999999997, "leaves": 8.416799999999999, "depth": 5.3962, "score": 0.8141620546810273, "score_std": 0.020025124198717145, "time": 13.712851424217224, "time_std": 0.8246474153049879}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 8.2276, "leaves": 4.6138, "depth": 3.7177999999999995, "score": 0.7404761904761904, "score_std": 0.0835376904828082, "time": 0.8988005971908569, "time_std": 0.07509261456506822}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 5.1495999999999995, "leaves": 3.0748, "depth": 2.7673999999999994, "score": 0.6554597372929756, "score_std": 0.036071955818461496, "time": 1.6824266290664673, "time_std": 0.21189698107025431}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 16.2772, "leaves": 8.6386, "depth": 6.0076, "score": 0.9035098111810441, "score_std": 0.05931949548194931, "time": 2.5200042009353636, "time_std": 0.12433024894769462}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 3.46, "leaves": 2.23, "depth": 2.1304000000000003, "score": 0.7298005698005697, "score_std": 0.09811969120911652, "time": 0.27678843021392824, "time_std": 0.04625269768225258}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.1148, "leaves": 1.0574000000000003, "depth": 1.0566000000000002, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.12833152770996092, "time_std": 0.031014158080503125}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.4996, "leaves": 1.2498, "depth": 1.2236, "score": 0.7353199365415125, "score_std": 0.048398466240040176, "time": 0.11345335960388184, "time_std": 0.01743152028894522}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 4.354, "leaves": 2.6770000000000005, "depth": 2.5792, "score": 0.8159672706019871, "score_std": 0.04933759159370796, "time": 0.47851410388946536, "time_std": 0.04155779586670082}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 3.6336, "leaves": 2.3168, "depth": 2.165, "score": 0.7967741935483872, "score_std": 0.07277751079147404, "time": 0.41118038177490235, "time_std": 0.08158139096510698}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.0048, "leaves": 1.0024000000000002, "depth": 1.0024000000000002, "score": 0.7135661656351313, "score_std": 0.038048725185040336, "time": 0.47910753726959227, "time_std": 0.023762298973051398}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 5.8824000000000005, "leaves": 3.4411999999999994, "depth": 3.0782, "score": 0.7857424547283702, "score_std": 0.07399879421290559, "time": 1.0305675315856933, "time_std": 0.10779630435155851}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 5.613200000000001, "leaves": 3.3066000000000004, "depth": 3.1527999999999996, "score": 0.9466666666666668, "score_std": 0.03711842908553347, "time": 0.30515853881835936, "time_std": 0.03698133346649243}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 6.202000000000001, "leaves": 3.6010000000000004, "depth": 2.9981999999999998, "score": 0.3482999999999999, "score_std": 0.07564793453888877, "time": 4.153620276451111, "time_std": 0.07932276574322317}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 102.16120000000001, "leaves": 51.5806, "depth": 13.960200000000002, "score": 0.7466666666666667, "score_std": 0.058896749999417006, "time": 13.564339232444762, "time_std": 0.538859837225754}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 36.1284, "leaves": 18.5642, "depth": 8.4382, "score": 0.8834068065596896, "score_std": 0.031002887822805907, "time": 4.589100365638733, "time_std": 0.31723623524499556}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 4.1444, "leaves": 2.5721999999999996, "depth": 2.427, "score": 0.579655172413793, "score_std": 0.09898687475633136, "time": 0.5271035861968995, "time_std": 0.09460244115498877}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 3.9692000000000003, "leaves": 2.4846, "depth": 2.446, "score": 0.8288320379965459, "score_std": 0.023252397810237427, "time": 1.424112277030945, "time_std": 0.08513834651156611}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 9.239600000000001, "leaves": 5.119800000000001, "depth": 3.8798000000000004, "score": 0.6975324675324676, "score_std": 0.16559491803832158, "time": 0.7569611835479736, "time_std": 0.07474326601972014}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 10.716399999999998, "leaves": 5.858199999999999, "depth": 4.3802, "score": 0.6917719298245614, "score_std": 0.09138949102448135, "time": 1.9599389505386353, "time_std": 0.2387357732033374}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.5520000000000003, "leaves": 1.276, "depth": 1.2438, "score": 0.6700602582496412, "score_std": 0.0241229138766516, "time": 2.6190257692337036, "time_std": 0.48720311684087814}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 13.613199999999999, "leaves": 7.3065999999999995, "depth": 5.0316, "score": 0.8953950263032041, "score_std": 0.01716004972091477, "time": 3.8333088397979735, "time_std": 0.2084678015465062}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 4.25, "leaves": 2.6250000000000004, "depth": 2.3116000000000003, "score": 0.5946099801837507, "score_std": 0.05063492236264948, "time": 3.360718331336975, "time_std": 0.6743121736961449}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 8.275200000000002, "leaves": 4.637600000000001, "depth": 3.929, "score": 0.8103002462018855, "score_std": 0.02400084005114134, "time": 3.627868447303772, "time_std": 0.23474972821617995}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 3.6672000000000002, "leaves": 2.3336, "depth": 2.2758000000000003, "score": 0.8482051282051282, "score_std": 0.05752739964053399, "time": 0.46565889358520507, "time_std": 0.056446146653523994}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 2.5207999999999995, "leaves": 1.7604000000000002, "depth": 1.6868, "score": 0.6550640862405568, "score_std": 0.03139004642347897, "time": 1.0295115184783936, "time_std": 0.16640189439146683}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 4.3356, "leaves": 2.6678, "depth": 2.576, "score": 0.7941991341991341, "score_std": 0.10204597277127159, "time": 0.2800090599060059, "time_std": 0.038997384413217796}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 5.700799999999999, "leaves": 3.3503999999999996, "depth": 3.0263999999999998, "score": 0.6711428571428572, "score_std": 0.09493121988016644, "time": 0.36812164306640627, "time_std": 0.04804764692015643}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 6.461200000000002, "leaves": 3.730600000000001, "depth": 3.3123999999999993, "score": 0.567719298245614, "score_std": 0.12157325117665504, "time": 0.3897090482711792, "time_std": 0.04902509976864028}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.2743999999999998, "leaves": 1.1372000000000002, "depth": 1.1360000000000001, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 0.12681601524353028, "time_std": 0.02587285204344626}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.0368000000000002, "leaves": 1.0184, "depth": 1.0184, "score": 0.7143693693693695, "score_std": 0.0715459100205182, "time": 0.15340824127197267, "time_std": 0.019526998063653482}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.5903999999999998, "leaves": 1.2952, "depth": 1.2928, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.13992370128631593, "time_std": 0.02886315792676986}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 6.999200000000001, "leaves": 3.9996000000000005, "depth": 3.6995999999999998, "score": 0.8857142857142857, "score_std": 0.049943278484292926, "time": 0.4791183137893677, "time_std": 0.05295151834936491}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.0404, "leaves": 1.0202, "depth": 1.0196, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.7265084838867187, "time_std": 0.07354865064722786}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.7972, "leaves": 1.3986, "depth": 1.3654000000000002, "score": 0.7000000000000002, "score_std": 0.028017851452243787, "time": 2.332231545448303, "time_std": 0.35685369745143447}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 5.087199999999999, "leaves": 3.0436, "depth": 2.9082, "score": 0.8300000000000002, "score_std": 0.04501028689006465, "time": 0.5385271072387695, "time_std": 0.04584104561057938}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 32.086, "leaves": 16.543, "depth": 7.724600000000001, "score": 0.8317316017316017, "score_std": 0.03509647985192624, "time": 32.082595553398136, "time_std": 1.2171352893706793}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 34.992399999999996, "leaves": 17.996199999999998, "depth": 7.6846000000000005, "score": 0.6658558997563523, "score_std": 0.032779450704307406, "time": 7.90345730304718, "time_std": 0.26694232465806983}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 35.3148, "leaves": 18.1574, "depth": 8.5296, "score": 0.888, "score_std": 0.0567195831359074, "time": 4.8713134050369264, "time_std": 0.14996273171701743}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 1.7352000000000003, "leaves": 1.3676, "depth": 1.3479999999999999, "score": 0.6534505890052357, "score_std": 0.028021260679892277, "time": 1.4879008197784425, "time_std": 0.15879306355649628}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 2.5012, "leaves": 1.7506, "depth": 1.7201999999999997, "score": 0.6916129032258064, "score_std": 0.06809737778800662, "time": 0.2970008611679077, "time_std": 0.05720338179407181}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 9.504399999999999, "leaves": 5.252199999999999, "depth": 4.2024, "score": 0.9550158730158731, "score_std": 0.036748496609023774, "time": 0.698867506980896, "time_std": 0.06535834579138153}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"random\", \"max_features\": \"sqrt\"}"}, "nodes": 9.903200000000002, "leaves": 5.451599999999998, "depth": 4.6094, "score": 0.8780952380952382, "score_std": 0.06456377254795123, "time": 1.0507647848129273, "time_std": 0.06558297234481675}]} |