mirror of
https://github.com/Doctorado-ML/benchmark.git
synced 2025-08-15 23:45:54 +00:00
1 line
22 KiB
JSON
1 line
22 KiB
JSON
{"score_name": "accuracy", "title": "ODTE pseudo Random Forest rbf-trandom max_features-sqrt", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-06", "time": "03:44:28", "duration": 8265.676637411118, "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\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 7.3688, "leaves": 4.1844, "depth": 3.6096, "score": 0.82576, "score_std": 0.037499098655834374, "time": 0.8693226385116577, "time_std": 0.20256274718631587}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 2.4616, "leaves": 1.7308000000000001, "depth": 1.719, "score": 0.5583333333333335, "score_std": 0.3005781466145239, "time": 0.10898853778839111, "time_std": 0.01946691291718224}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 8.5596, "leaves": 4.7798, "depth": 3.8494, "score": 0.9449961186151218, "score_std": 0.01823181735206278, "time": 0.6081012630462647, "time_std": 0.051055238515991815}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 5.1236, "leaves": 3.0618000000000007, "depth": 2.7497999999999996, "score": 0.7632051282051282, "score_std": 0.06968794914768447, "time": 0.22189234733581542, "time_std": 0.04486350636505557}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 6.346400000000001, "leaves": 3.6732000000000005, "depth": 3.3700000000000006, "score": 0.9711027749229187, "score_std": 0.012544097676778086, "time": 0.46078636646270754, "time_std": 0.029790005739401295}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 2.9324, "leaves": 1.9662000000000004, "depth": 1.8854, "score": 0.7028009679370839, "score_std": 0.04595046555906242, "time": 0.19768843173980713, "time_std": 0.02686984913196405}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 72.37200000000001, "leaves": 36.68600000000001, "depth": 10.529600000000002, "score": 0.6569289146644575, "score_std": 0.035672591922670055, "time": 20.711823925971984, "time_std": 0.7295269803632325}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 20.34, "leaves": 10.67, "depth": 6.412800000000001, "score": 0.8350924054128693, "score_std": 0.02242014082797842, "time": 13.648349103927613, "time_std": 1.3049905816748195}, {"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\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 10.9992, "leaves": 5.9996, "depth": 4.4872000000000005, "score": 0.7595702671312428, "score_std": 0.0776677457472359, "time": 0.3682535409927368, "time_std": 0.03793418819382873}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 8.8012, "leaves": 4.9006, "depth": 4.0434, "score": 0.6693089663049687, "score_std": 0.038811939856982856, "time": 1.1274764728546143, "time_std": 0.07771776985703745}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 13.646, "leaves": 7.323, "depth": 5.295800000000001, "score": 0.8368419104035542, "score_std": 0.05936763583740327, "time": 0.7390050077438355, "time_std": 0.05038029297066591}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 5.228, "leaves": 3.114, "depth": 2.84, "score": 0.7083760683760683, "score_std": 0.09947999961037972, "time": 0.18198132514953613, "time_std": 0.028568867494609938}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 1.3564, "leaves": 1.1782000000000001, "depth": 1.1754, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.09265367984771729, "time_std": 0.010748046237387107}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 2.4388, "leaves": 1.7194, "depth": 1.6705999999999996, "score": 0.7353199365415125, "score_std": 0.048398466240040176, "time": 0.28898571014404295, "time_std": 0.042509191788864205}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 4.957999999999999, "leaves": 2.9789999999999996, "depth": 2.7198, "score": 0.7118760958503798, "score_std": 0.08168103487154922, "time": 0.30191018581390383, "time_std": 0.03312941987479916}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 4.265599999999999, "leaves": 2.6328000000000005, "depth": 2.4736, "score": 0.8012903225806451, "score_std": 0.07450425823613963, "time": 0.16766018867492677, "time_std": 0.0297012577483108}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 2.402, "leaves": 1.7009999999999998, "depth": 1.6114000000000002, "score": 0.7135661656351313, "score_std": 0.038048725185040336, "time": 0.8991587352752686, "time_std": 0.12263718981903472}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 8.153200000000002, "leaves": 4.576600000000001, "depth": 4.0018, "score": 0.9074084507042254, "score_std": 0.034527624719607644, "time": 0.4159408664703369, "time_std": 0.03346962070517287}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 8.313600000000001, "leaves": 4.6568000000000005, "depth": 3.9462, "score": 0.9460000000000001, "score_std": 0.039938842135333746, "time": 0.22941739559173585, "time_std": 0.03149867522106974}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 4.7044, "leaves": 2.8522, "depth": 2.6862, "score": 0.2341, "score_std": 0.06983330151152815, "time": 2.479267077445984, "time_std": 0.052596652602101106}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 88.5424, "leaves": 44.7712, "depth": 11.486400000000001, "score": 0.7116666666666666, "score_std": 0.05823801736552049, "time": 2.9388595151901247, "time_std": 0.16010547838934067}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 31.719200000000004, "leaves": 16.359600000000004, "depth": 8.03, "score": 0.8647716452124847, "score_std": 0.03839610922285025, "time": 1.5042460680007934, "time_std": 0.11176148524284192}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 3.1576, "leaves": 2.0787999999999998, "depth": 1.9931999999999999, "score": 0.5605747126436782, "score_std": 0.0932206584471269, "time": 0.1544611072540283, "time_std": 0.03506624163122429}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 5.2296, "leaves": 3.1148, "depth": 2.8884000000000003, "score": 0.824353950777202, "score_std": 0.022374964067605797, "time": 1.4114153814315795, "time_std": 0.1030222628652158}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 8.527199999999999, "leaves": 4.763599999999999, "depth": 3.8848000000000003, "score": 0.7876190476190476, "score_std": 0.13270967880385545, "time": 0.24511223793029785, "time_std": 0.03435552159052317}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 14.098400000000002, "leaves": 7.549200000000001, "depth": 5.257999999999999, "score": 0.8094144736842105, "score_std": 0.05008964440988119, "time": 0.8410699462890625, "time_std": 0.04061960849966935}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 7.386800000000001, "leaves": 4.1934000000000005, "depth": 3.5364, "score": 0.7066642754662841, "score_std": 0.03583770831032628, "time": 3.0382058429718017, "time_std": 0.2317334940061282}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 15.2628, "leaves": 8.1314, "depth": 5.403200000000001, "score": 0.8972592061214729, "score_std": 0.018449825866319155, "time": 2.045494294166565, "time_std": 0.13401212363102866}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 12.184, "leaves": 6.592, "depth": 4.8338, "score": 0.6789335254909026, "score_std": 0.062048004633928275, "time": 2.5470881986618044, "time_std": 0.1644665096525441}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 11.134800000000002, "leaves": 6.067400000000001, "depth": 4.7368, "score": 0.8260823875577973, "score_std": 0.02433304086532497, "time": 2.138245759010315, "time_std": 0.16722087228128854}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 4.758, "leaves": 2.8789999999999996, "depth": 2.6744, "score": 0.8364102564102563, "score_std": 0.06897197593824446, "time": 0.19526066303253173, "time_std": 0.031482454740832756}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 7.5648, "leaves": 4.282399999999999, "depth": 3.5586, "score": 0.6649596808420337, "score_std": 0.030354328026516737, "time": 2.132965259552002, "time_std": 0.23391735507473416}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 4.146, "leaves": 2.573, "depth": 2.4824, "score": 0.7622077922077922, "score_std": 0.08888702538291379, "time": 0.1579041862487793, "time_std": 0.02801162534832414}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 5.7776, "leaves": 3.3888, "depth": 3.0882000000000005, "score": 0.6547619047619048, "score_std": 0.10412032982996272, "time": 0.19938583850860594, "time_std": 0.029546896150635438}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 6.272000000000002, "leaves": 3.636000000000001, "depth": 3.2895999999999996, "score": 0.5762573099415205, "score_std": 0.1210213254430675, "time": 0.2016206216812134, "time_std": 0.024194657931805894}, {"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\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 1.4895999999999998, "leaves": 1.2448, "depth": 1.2397999999999998, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 0.09807054042816161, "time_std": 0.01559811166156116}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 3.4088, "leaves": 2.2044, "depth": 2.0364, "score": 0.7143693693693695, "score_std": 0.0715459100205182, "time": 0.19483360290527343, "time_std": 0.029307922438152213}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 1.55, "leaves": 1.275, "depth": 1.2706, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.10055245399475098, "time_std": 0.015914738082465883}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 10.4948, "leaves": 5.7474, "depth": 4.5207999999999995, "score": 0.8866666666666667, "score_std": 0.051410931719107725, "time": 0.3325804233551025, "time_std": 0.03461190826238234}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 2.8764, "leaves": 1.9381999999999997, "depth": 1.8244, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 1.2694081687927246, "time_std": 0.16943714738252852}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 4.438000000000001, "leaves": 2.7190000000000003, "depth": 2.4462, "score": 0.7000000000000002, "score_std": 0.028017851452243787, "time": 2.2772745752334593, "time_std": 0.24248123279812392}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 6.3416, "leaves": 3.6708, "depth": 3.2056, "score": 0.7892592592592592, "score_std": 0.0620732343265041, "time": 0.3124972343444824, "time_std": 0.03144958771727915}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 51.614399999999996, "leaves": 26.307199999999998, "depth": 9.6356, "score": 0.8878787878787878, "score_std": 0.02683982683982683, "time": 13.29448218345642, "time_std": 0.5172064393320125}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 48.806799999999996, "leaves": 24.903399999999998, "depth": 8.847800000000001, "score": 0.6691618517229379, "score_std": 0.0371708456516358, "time": 2.9912754583358763, "time_std": 0.10315608086912234}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 39.6596, "leaves": 20.3298, "depth": 8.14, "score": 0.9341666666666667, "score_std": 0.03583333333333333, "time": 1.67747052192688, "time_std": 0.10666501990399961}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 1.4447999999999999, "leaves": 1.2224000000000002, "depth": 1.2174, "score": 0.6534505890052357, "score_std": 0.028021260679892277, "time": 0.9599672746658325, "time_std": 0.06756237059608931}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 6.274400000000001, "leaves": 3.637200000000001, "depth": 3.153600000000001, "score": 0.6938709677419355, "score_std": 0.06267452220488659, "time": 0.3551730394363403, "time_std": 0.04412363128167985}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 12.431599999999998, "leaves": 6.715799999999999, "depth": 4.8576, "score": 0.9623968253968251, "score_std": 0.03339596911811923, "time": 0.36281892776489255, "time_std": 0.041579466452671264}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"rbf\", \"splitter\": \"trandom\", \"max_features\": \"sqrt\"}"}, "nodes": 8.0624, "leaves": 4.5312, "depth": 3.9730000000000003, "score": 0.8395238095238095, "score_std": 0.0794824528903098, "time": 0.26072670936584474, "time_std": 0.04140527581952149}]} |