From d501655186a92bcc974f553f00a2fc059630ad83 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Sun, 13 Mar 2022 19:20:30 +0100 Subject: [PATCH] Computed grid hyperparameters on bart --- ...uracy_ODTE_bart_2022-03-12_00:24:13_0.json | 1 + results/grid_output_accuracy_ODTE.json | 248 +++++++++--------- 2 files changed, 126 insertions(+), 123 deletions(-) create mode 100644 hidden_results/results_accuracy_ODTE_bart_2022-03-12_00:24:13_0.json diff --git a/hidden_results/results_accuracy_ODTE_bart_2022-03-12_00:24:13_0.json b/hidden_results/results_accuracy_ODTE_bart_2022-03-12_00:24:13_0.json new file mode 100644 index 0000000..1077893 --- /dev/null +++ b/hidden_results/results_accuracy_ODTE_bart_2022-03-12_00:24:13_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "Gridsearched parameters v.01 on bart", "model": "ODTE", "version": "0.3.2", "stratified": false, "folds": 5, "date": "2022-03-12", "time": "00:24:13", "duration": 135861.92626690865, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "bart", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"base_estimator__C": 57, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 7.361199999999999, "leaves": 4.180599999999999, "depth": 3.536, "score": 0.96352, "score_std": 0.024949741481626608, "time": 0.37597983360290527, "time_std": 0.20930769854863285}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"base_estimator__C": 5, "base_estimator__gamma": 0.14, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 2.9951999999999996, "leaves": 1.9975999999999998, "depth": 1.9975999999999998, "score": 0.785, "score_std": 0.2461311755051675, "time": 0.10735617637634277, "time_std": 0.01594416404713102}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"base_estimator__C": 0.0275, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.4892000000000003, "leaves": 2.2446, "depth": 2.2102, "score": 0.9764539667753455, "score_std": 0.015445605749113057, "time": 0.1639027166366577, "time_std": 0.0234082627213771}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"base_estimator__C": 57, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 6.1644000000000005, "leaves": 3.5822000000000003, "depth": 3.1532, "score": 0.8136538461538462, "score_std": 0.057322497083835806, "time": 0.24302248954772948, "time_std": 0.025559280488174907}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"base_estimator__C": 0.95, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 8.4228, "leaves": 4.7114, "depth": 3.7681999999999998, "score": 0.9685231243576569, "score_std": 0.012481641871435446, "time": 0.277665810585022, "time_std": 0.040311033654312184}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"base_estimator__C": 0.2, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.9272000000000005, "leaves": 2.4636, "depth": 2.4246, "score": 0.7363097398669086, "score_std": 0.04831922691513217, "time": 0.1929331064224243, "time_std": 0.01969787659191643}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"base_estimator__C": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 140.516, "leaves": 70.758, "depth": 16.261400000000002, "score": 0.8511339409003038, "score_std": 0.019632606430544826, "time": 1665.5654637575149, "time_std": 48.99729326790563}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"base_estimator__C": 8.25, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 13.088400000000002, "leaves": 7.044200000000001, "depth": 4.7362, "score": 0.926577740955537, "score_std": 0.013837199260036437, "time": 2.1649544620513916, "time_std": 0.10441375733629715}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"base_estimator__C": 1.05, "base_estimator__gamma": "scale", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.0136000000000003, "leaves": 2.0067999999999997, "depth": 2.0067999999999997, "score": 0.8474564459930312, "score_std": 0.05525006976580826, "time": 0.19566087245941163, "time_std": 0.025758593930348923}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"base_estimator__C": 5, "base_estimator__gamma": "auto", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 6.0416, "leaves": 3.5208, "depth": 3.1112, "score": 0.794325147534742, "score_std": 0.035398115575754056, "time": 0.48495778560638425, "time_std": 0.023616624224529207}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"base_estimator__C": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 11.0, "leaves": 6.0, "depth": 6.0, "score": 0.9677267678637542, "score_std": 0.022204910211990128, "time": 0.5973555421829224, "time_std": 0.070944895732602}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"base_estimator__C": 5, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.0328, "leaves": 2.0164, "depth": 2.0158, "score": 0.855156695156695, "score_std": 0.06266151037590971, "time": 0.13820333003997803, "time_std": 0.018364118274375493}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"base_estimator__C": 2, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.1628000000000003, "leaves": 2.0814000000000004, "depth": 2.0804, "score": 0.8760000000000001, "score_std": 0.059363288318623315, "time": 0.12941582679748534, "time_std": 0.021261774830185518}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"base_estimator__C": 0.001, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 4.5588, "leaves": 2.7794000000000008, "depth": 2.5888, "score": 0.7346694870438922, "score_std": 0.04734237095885972, "time": 0.12993684768676758, "time_std": 0.020974064304954944}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"base_estimator__C": 10000.0, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 9.5616, "leaves": 5.2808, "depth": 4.0212, "score": 0.8142431326709527, "score_std": 0.04709189203332668, "time": 0.6528585577011108, "time_std": 0.08173971488670266}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__gamma": "auto", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.0064000000000006, "leaves": 2.0032, "depth": 2.0032, "score": 0.8270967741935483, "score_std": 0.06759123021269056, "time": 0.14592464923858642, "time_std": 0.019519152001018322}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"base_estimator__C": 1.75, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 17.2012, "leaves": 9.1006, "depth": 5.196000000000001, "score": 0.7272767462422636, "score_std": 0.03801479076837198, "time": 2.8206631660461428, "time_std": 0.4645983190634916}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"base_estimator__C": 2, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.19, "leaves": 2.095, "depth": 2.0947999999999998, "score": 0.9515734406438634, "score_std": 0.024977995246811168, "time": 0.213253755569458, "time_std": 0.024276723201715925}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__kernel": "linear", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 5.124, "leaves": 3.062, "depth": 3.0422, "score": 0.9606666666666668, "score_std": 0.03175601430350547, "time": 0.157218918800354, "time_std": 0.024645845149949986}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"base_estimator__C": 0.001, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 23.772399999999998, "leaves": 12.386199999999999, "depth": 11.054799999999998, "score": 0.7258999999999999, "score_std": 0.026470549673174526, "time": 0.8930652189254761, "time_std": 0.04141646349788421}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__kernel": "linear", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 84.64, "leaves": 42.82, "depth": 10.152000000000001, "score": 0.8572222222222221, "score_std": 0.044099354716591405, "time": 2.1717035245895384, "time_std": 0.1661837717676251}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__kernel": "linear", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 28.555599999999995, "leaves": 14.777799999999997, "depth": 6.885599999999999, "score": 0.9112766707811673, "score_std": 0.033776052945073874, "time": 0.8179120969772339, "time_std": 0.0812172682534163}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"base_estimator__C": 0.001, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 6.596799999999999, "leaves": 3.7983999999999996, "depth": 3.4003999999999994, "score": 0.865471264367816, "score_std": 0.055156108701791086, "time": 0.16747825145721434, "time_std": 0.029517708171371355}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"base_estimator__C": 7, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 6.0072, "leaves": 3.5036, "depth": 3.0573999999999995, "score": 0.8312257124352331, "score_std": 0.02330016129892067, "time": 1.5378459644317628, "time_std": 0.0962125539561889}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"base_estimator__C": 0.0275, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.0608, "leaves": 2.0303999999999998, "depth": 2.03, "score": 0.799047619047619, "score_std": 0.0921868154909204, "time": 0.11413928508758545, "time_std": 0.02550445106270493}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"base_estimator__C": 7, "base_estimator__gamma": "auto", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.3452, "leaves": 2.1726, "depth": 2.1713999999999998, "score": 0.9308706140350878, "score_std": 0.028325670522231432, "time": 0.5079487800598145, "time_std": 0.029388606003017466}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"base_estimator__C": 8.25, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 9.6796, "leaves": 5.3398, "depth": 4.0006, "score": 0.846674318507891, "score_std": 0.024660837026992663, "time": 5.716385869979859, "time_std": 0.1502747929523316}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"base_estimator__C": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 21.754799999999996, "leaves": 11.377399999999998, "depth": 5.917800000000001, "score": 0.9294500239120039, "score_std": 0.014487714609834713, "time": 96.38812109470368, "time_std": 7.070508653308931}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"base_estimator__C": 57, "base_estimator__gamma": "auto", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 9.923200000000001, "leaves": 5.4616, "depth": 4.1336, "score": 0.8551540263015674, "score_std": 0.021983788704902335, "time": 1.2506612491607667, "time_std": 0.051113223269554066}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"base_estimator__C": 7, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 16.128, "leaves": 8.564, "depth": 5.1436, "score": 0.9314567945715485, "score_std": 0.016062094526277333, "time": 44.97187290668487, "time_std": 5.185172514520087}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"base_estimator__C": 2.8, "base_estimator__gamma": 0.14, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.3087999999999997, "leaves": 2.1544, "depth": 2.1526, "score": 0.9333333333333332, "score_std": 0.03698001308168193, "time": 0.14129499435424805, "time_std": 0.01671015763522434}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"base_estimator__C": 0.95, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 21.1444, "leaves": 11.0722, "depth": 5.7006, "score": 0.7701672184025123, "score_std": 0.03025099029854081, "time": 2.4851895332336427, "time_std": 0.19809207258611058}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"base_estimator__C": 2.8, "base_estimator__gamma": 0.14, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 5.244799999999999, "leaves": 3.1223999999999994, "depth": 2.96, "score": 0.8724675324675324, "score_std": 0.07142967334844649, "time": 0.17340850830078125, "time_std": 0.029886372778892573}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"base_estimator__C": 0.2, "base_estimator__gamma": "scale", "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 6.226, "leaves": 3.613, "depth": 3.4674, "score": 0.672047619047619, "score_std": 0.08907920244585726, "time": 0.19117372035980223, "time_std": 0.027657281399730838}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"base_estimator__C": 0.05, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 8.5632, "leaves": 4.7816, "depth": 4.0468, "score": 0.6849707602339181, "score_std": 0.11276820640851971, "time": 0.17818673610687255, "time_std": 0.02759329951156711}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"base_estimator__C": 0.08, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 4.1416, "leaves": 2.5707999999999998, "depth": 2.4684, "score": 0.8674761904761905, "score_std": 0.07612439098274829, "time": 0.11649489879608155, "time_std": 0.022814508606004917}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__gamma": 10.0, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.7352702702702704, "score_std": 0.06697755238925641, "time": 0.13605285167694092, "time_std": 0.021024472541028072}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__kernel": "linear", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 5.945999999999999, "leaves": 3.4729999999999994, "depth": 2.9173999999999993, "score": 0.7011111111111111, "score_std": 0.08306623862918074, "time": 0.17228951454162597, "time_std": 0.029150573967908277}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"base_estimator__C": 7, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 8.413200000000002, "leaves": 4.706600000000001, "depth": 3.9428, "score": 0.9580952380952381, "score_std": 0.03318333598130351, "time": 0.3011689805984497, "time_std": 0.045886456651408225}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__kernel": "linear", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 5.1808000000000005, "leaves": 3.0904000000000003, "depth": 2.439, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.950003228187561, "time_std": 0.16325862320501647}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"base_estimator__C": 7, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 4.3808, "leaves": 2.6904000000000003, "depth": 2.6679999999999997, "score": 0.7654000000000001, "score_std": 0.029220540720527415, "time": 1.7191665172576904, "time_std": 0.04943776069019523}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"base_estimator__C": 2, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.002, "leaves": 2.001, "depth": 2.001, "score": 0.8466666666666667, "score_std": 0.041082739626257914, "time": 0.21695531368255616, "time_std": 0.023726463143372442}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"base_estimator__C": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 50.52959999999999, "leaves": 25.764799999999994, "depth": 11.650400000000001, "score": 0.9744155844155843, "score_std": 0.005770580632143393, "time": 799.3148508644103, "time_std": 26.61740641600017}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"base_estimator__C": 7, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 24.9232, "leaves": 12.9616, "depth": 6.8234, "score": 0.8093525931082491, "score_std": 0.025681972834076253, "time": 61.19720850944519, "time_std": 2.4698170021885484}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__kernel": "linear", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 15.08, "leaves": 8.04, "depth": 5.5874, "score": 0.987, "score_std": 0.00945163125250523, "time": 0.5754343557357788, "time_std": 0.03691522205741671}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"base_estimator__C": 10000.0, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 3.0831999999999997, "leaves": 2.0416, "depth": 2.0416, "score": 0.9956140924956369, "score_std": 0.006466258379477979, "time": 0.6616306257247925, "time_std": 0.08712493407045029}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"base_estimator__C": 0.95, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 9.575600000000001, "leaves": 5.2878, "depth": 3.9646, "score": 0.8570967741935483, "score_std": 0.038441273777758814, "time": 0.27074422836303713, "time_std": 0.029178636114660164}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"base_estimator__C": 1.0, "base_estimator__gamma": "auto", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1}, "nodes": 5.4472000000000005, "leaves": 3.2236000000000002, "depth": 2.4828, "score": 0.9394761904761905, "score_std": 0.174288447227539, "time": 0.16181169509887694, "time_std": 0.022469254692822398}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"base_estimator__C": 8.25, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1}, "nodes": 13.6228, "leaves": 7.3114, "depth": 6.845599999999999, "score": 0.9543333333333334, "score_std": 0.05815510186575098, "time": 0.2810290575027466, "time_std": 0.042855915791390725}]} \ No newline at end of file diff --git a/results/grid_output_accuracy_ODTE.json b/results/grid_output_accuracy_ODTE.json index 3f36e0d..1fefaf7 100644 --- a/results/grid_output_accuracy_ODTE.json +++ b/results/grid_output_accuracy_ODTE.json @@ -2,173 +2,177 @@ "balance-scale": [ 0.9743999999999999, { - "base_estimator__C": 100, + "base_estimator__C": 57, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:23 took 5.943 min" + "v. 0.3.2, Computed on bart on 2022-03-10 at 22:56:53 took 12.182 min" ], "balloons": [ 0.7666666666666667, { - "base_estimator__C": 1.0, - "base_estimator__kernel": "linear", - "base_estimator__multiclass_strategy": "ovo", + "base_estimator__C": 5, + "base_estimator__gamma": 0.14, + "base_estimator__kernel": "rbf", + "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:23 took 13.169 s" + "v. 0.3.2, Computed on bart on 2022-03-10 at 23:09:07 took 18.229 s" ], "breast-cancer-wisc-diag": [ 0.9788852662630028, { - "base_estimator__C": 0.05, + "base_estimator__C": 0.0275, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:06 took 1.503 min" + "v. 0.3.2, Computed on bart on 2022-03-10 at 23:15:54 took 2.077 min" ], "breast-cancer-wisc-prog": [ 0.8234615384615385, { - "base_estimator__C": 0.1, - "base_estimator__kernel": "liblinear", + "base_estimator__C": 57, + "base_estimator__gamma": 0.001, + "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:12 took 1.305 min" + "v. 0.3.2, Computed on bart on 2022-03-10 at 23:18:02 took 1.622 min" ], "breast-cancer-wisc": [ 0.9713977389516959, { - "base_estimator__C": 1.0, + "base_estimator__C": 0.95, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:10 took 1.732 min" + "v. 0.3.2, Computed on bart on 2022-03-10 at 23:19:42 took 2.845 min" ], "breast-cancer": [ 0.7342407743496672, { - "base_estimator__C": 1.0, - "base_estimator__kernel": "linear", - "base_estimator__multiclass_strategy": "ovo", - "n_estimators": 100, - "n_jobs": -1 - }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:24 took 3.735 min" - ], - "cardiotocography-10clases": [ - 0.8410196078431372, - { - "base_estimator__C": 1, - "base_estimator__kernel": "linear", - "base_estimator__multiclass_strategy": "ovo", - "n_estimators": 100, - "n_jobs": -1 - }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:24 took 5.345 h" - ], - "cardiotocography-3clases": [ - 0.9270952775476389, - { - "base_estimator__C": 7, + "base_estimator__C": 0.2, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:24 took 1.173 h" + "v. 0.3.2, Computed on bart on 2022-03-10 at 23:09:29 took 6.367 min" + ], + "cardiotocography-10clases": [ + 0.8504380005523335, + { + "base_estimator__C": 10000.0, + "base_estimator__kernel": "liblinear", + "base_estimator__multiclass_strategy": "ovr", + "n_estimators": 100, + "n_jobs": -1 + }, + "v. 0.3.2, Computed on bart on 2022-03-10 at 23:22:36 took 6.617 h" + ], + "cardiotocography-3clases": [ + 0.9270952775476389, + { + "base_estimator__C": 8.25, + "base_estimator__gamma": 0.1, + "base_estimator__kernel": "poly", + "base_estimator__multiclass_strategy": "ovo", + "n_estimators": 100, + "n_jobs": -1 + }, + "v. 0.3.2, Computed on bart on 2022-03-11 at 05:59:45 took 1.653 h" ], "conn-bench-sonar-mines-rocks": [ 0.8750290360046458, { - "base_estimator__C": 2.8, - "base_estimator__gamma": "auto", + "base_estimator__C": 1.05, + "base_estimator__gamma": "scale", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:06 took 1.022 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 07:39:03 took 1.108 min" ], "cylinder-bands": [ 0.798705501618123, { - "base_estimator__C": 100, + "base_estimator__C": 5, "base_estimator__gamma": "auto", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:48:25 took 14.326 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 07:40:13 took 16.625 min" ], "dermatology": [ 0.9753424657534246, { - "base_estimator__C": 100, + "base_estimator__C": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:49:22 took 2.475 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 07:56:54 took 3.753 min" ], "echocardiogram": [ 0.8552706552706553, { - "base_estimator__C": 7, + "base_estimator__C": 5, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:49:22 took 46.758 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:00:42 took 1.256 min" ], "fertility": [ 0.8800000000000001, { - "base_estimator__C": 0.05, - "base_estimator__kernel": "liblinear", + "base_estimator__C": 2, + "base_estimator__gamma": 0.1, + "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:00 took 45.061 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:02:01 took 47.947 s" ], "haberman-survival": [ 0.7450555261766261, { - "base_estimator__C": 100, + "base_estimator__C": 0.001, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:49:31 took 6.622 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:02:52 took 6.742 min" ], "heart-hungarian": [ 0.8230274693161894, { - "base_estimator__C": 1.0, + "base_estimator__C": 10000.0, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:50:35 took 3.244 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:09:39 took 4.249 min" ], "hepatitis": [ 0.8451612903225806, @@ -180,31 +184,30 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:50:35 took 1.106 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:13:57 took 51.179 s" ], "ilpd-indian-liver": [ 0.735764809902741, { - "base_estimator__C": 7, - "base_estimator__gamma": "scale", - "base_estimator__kernel": "rbf", + "base_estimator__C": 1.75, + "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:50:45 took 8.906 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:14:52 took 16.143 min" ], "ionosphere": [ 0.9544466800804828, { - "base_estimator__C": 100, + "base_estimator__C": 2, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:03 took 1.557 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:31:03 took 1.719 min" ], "iris": [ 0.9733333333333334, @@ -215,19 +218,18 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:13 took 48.223 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:32:50 took 1.301 min" ], "led-display": [ 0.7209999999999999, { - "base_estimator__C": 0.1, - "base_estimator__gamma": 0.1, - "base_estimator__kernel": "poly", - "base_estimator__multiclass_strategy": "ovo", + "base_estimator__C": 0.001, + "base_estimator__kernel": "liblinear", + "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:08 took 1.385 h" + "v. 0.3.2, Computed on bart on 2022-03-11 at 08:34:11 took 1.999 h" ], "libras": [ 0.861111111111111, @@ -238,7 +240,7 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:11 took 1.750 h" + "v. 0.3.2, Computed on bart on 2022-03-11 at 10:34:15 took 2.248 h" ], "low-res-spect": [ 0.9058014459530946, @@ -249,18 +251,18 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:08 took 21.314 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 12:49:14 took 31.953 min" ], "lymphography": [ 0.8372413793103448, { - "base_estimator__C": 1.0, - "base_estimator__kernel": "linear", - "base_estimator__multiclass_strategy": "ovo", + "base_estimator__C": 0.001, + "base_estimator__kernel": "liblinear", + "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:12 took 1.033 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 13:21:14 took 1.252 min" ], "mammographic": [ 0.8387305699481866, @@ -272,18 +274,18 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:13 took 12.794 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 13:22:33 took 26.986 min" ], "molec-biol-promoter": [ 0.8311688311688311, { - "base_estimator__C": 0.05, + "base_estimator__C": 0.0275, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:10 took 29.699 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 13:49:35 took 30.541 s" ], "musk-1": [ 0.9391008771929824, @@ -295,42 +297,42 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:50:40 took 8.453 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 13:50:09 took 9.730 min" ], "oocytes_merluccius_nucleus_4d": [ - 0.8551841224294596, + 0.8581252989000479, { - "base_estimator__C": 7, + "base_estimator__C": 8.25, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:04 took 50.748 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 13:59:56 took 1.096 h" ], "oocytes_merluccius_states_2f": [ - 0.93246293639407, + 0.9344237207077952, { - "base_estimator__C": 100, + "base_estimator__C": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:12 took 20.560 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 15:05:50 took 24.250 min" ], "oocytes_trisopterus_nucleus_2f": [ 0.8651113913408995, { - "base_estimator__C": 100, - "base_estimator__gamma": "scale", + "base_estimator__C": 57, + "base_estimator__gamma": "auto", "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:15 took 32.692 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 15:30:09 took 39.672 min" ], "oocytes_trisopterus_states_5b": [ 0.9342460817870654, @@ -341,53 +343,54 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 11:52:12 took 15.904 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 16:09:52 took 21.649 min" ], "parkinsons": [ 0.9435897435897436, { - "base_estimator__C": 7, - "base_estimator__gamma": "auto", + "base_estimator__C": 2.8, + "base_estimator__gamma": 0.14, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:02 took 57.874 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 16:31:35 took 1.368 min" ], "pima": [ 0.7760122230710466, { - "base_estimator__C": 1.0, + "base_estimator__C": 0.95, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:02 took 12.702 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 16:33:00 took 22.081 min" ], "pittsburg-bridges-MATERIAL": [ 0.8770562770562771, { "base_estimator__C": 2.8, - "base_estimator__gamma": "scale", + "base_estimator__gamma": 0.14, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:02 took 41.987 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 16:55:08 took 1.246 min" ], "pittsburg-bridges-REL-L": [ 0.6704761904761904, { - "base_estimator__C": 0.1, - "base_estimator__kernel": "liblinear", - "base_estimator__multiclass_strategy": "ovr", + "base_estimator__C": 0.2, + "base_estimator__gamma": "scale", + "base_estimator__kernel": "poly", + "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:02 took 1.683 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 16:56:26 took 3.173 min" ], "pittsburg-bridges-SPAN": [ 0.7076023391812866, @@ -398,30 +401,30 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:02 took 1.185 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 16:59:39 took 2.500 min" ], "pittsburg-bridges-T-OR-D": [ 0.8823809523809523, { - "base_estimator__C": 0.1, + "base_estimator__C": 0.08, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:02 took 27.283 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 17:02:13 took 46.708 s" ], "planning": [ 0.7358858858858859, { "base_estimator__C": 1.0, - "base_estimator__gamma": 1, + "base_estimator__gamma": 10.0, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:02 took 2.878 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 17:03:02 took 3.934 min" ], "post-operative": [ 0.7111111111111111, @@ -432,7 +435,7 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:03 took 59.116 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 17:07:02 took 1.562 min" ], "seeds": [ 0.9571428571428571, @@ -443,7 +446,7 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:03 took 47.715 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 17:08:38 took 1.167 min" ], "statlog-australian-credit": [ 0.6782608695652174, @@ -454,7 +457,7 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:03 took 18.926 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 17:09:51 took 30.903 min" ], "statlog-german-credit": [ 0.764, @@ -466,31 +469,30 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:03 took 28.413 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 17:40:49 took 44.154 min" ], "statlog-heart": [ 0.8444444444444444, { - "base_estimator__C": 2.8, + "base_estimator__C": 2, "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:03 took 2.263 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 18:25:01 took 2.943 min" ], "statlog-image": [ 0.9705627705627705, { - "base_estimator__C": 100, - "base_estimator__gamma": 0.1, - "base_estimator__kernel": "poly", - "base_estimator__multiclass_strategy": "ovo", + "base_estimator__C": 10000.0, + "base_estimator__kernel": "liblinear", + "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:08 took 1.951 h" + "v. 0.3.2, Computed on bart on 2022-03-11 at 18:28:01 took 3.596 h" ], "statlog-vehicle": [ 0.8203271841280891, @@ -501,7 +503,7 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:04 took 34.949 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 22:03:53 took 48.089 min" ], "synthetic-control": [ 0.9866666666666667, @@ -512,30 +514,30 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:04 took 20.117 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 22:52:02 took 29.924 min" ], "tic-tac-toe": [ 0.9916448516579406, { - "base_estimator__C": 1.0, - "base_estimator__gamma": "auto", + "base_estimator__C": 10000.0, + "base_estimator__gamma": 0.001, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:04 took 4.638 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 23:22:01 took 9.094 min" ], "vertebral-column-2clases": [ 0.864516129032258, { - "base_estimator__C": 1.0, + "base_estimator__C": 0.95, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:04 took 1.745 min" + "v. 0.3.2, Computed on bart on 2022-03-11 at 23:31:09 took 3.291 min" ], "wine": [ 0.9887301587301588, @@ -547,18 +549,18 @@ "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:07 took 31.702 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 23:34:30 took 47.147 s" ], "zoo": [ 0.96, { - "base_estimator__C": 2.8, + "base_estimator__C": 8.25, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovo", "n_estimators": 100, "n_jobs": -1 }, - "v. 0.3.2, Computed on Galgo on 2022-03-12 at 12:30:05 took 56.503 s" + "v. 0.3.2, Computed on bart on 2022-03-11 at 23:35:20 took 1.272 min" ] }