mirror of
https://github.com/Doctorado-ML/benchmark.git
synced 2025-08-15 23:45:54 +00:00
1 line
17 KiB
JSON
1 line
17 KiB
JSON
{"score_name": "accuracy", "title": "Odte con 20 \u00e1rboles y njobs=10", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2021-12-20", "time": "11:17:13", "duration": 1284.7963440418243, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "bart", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 5.992000000000001, "leaves": 3.4960000000000004, "depth": 3.179, "score": 0.78128, "score_std": 0.043365903657135975, "time": 0.29708813190460204, "time_std": 0.44646736113272945}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 2.8979999999999997, "leaves": 1.949, "depth": 1.945, "score": 0.595, "score_std": 0.29533878851244716, "time": 0.057901864051818845, "time_std": 0.01449503962977534}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.626, "leaves": 2.813, "depth": 2.6820000000000004, "score": 0.9564244682502718, "score_std": 0.018499874903632165, "time": 0.1610512638092041, "time_std": 0.019261432871051202}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 3.338, "leaves": 2.169, "depth": 2.0029999999999997, "score": 0.7611923076923077, "score_std": 0.07020436145186355, "time": 0.09052127838134766, "time_std": 0.030460831346362537}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.304, "leaves": 2.6519999999999997, "depth": 2.5980000000000003, "score": 0.9659496402877698, "score_std": 0.012600138025031609, "time": 0.1314416265487671, "time_std": 0.012733187283030568}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.656, "leaves": 2.8280000000000003, "depth": 2.479, "score": 0.7125771324863882, "score_std": 0.0498907843139328, "time": 0.10521403312683106, "time_std": 0.02769300075116049}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 64.64000000000001, "leaves": 32.82000000000001, "depth": 9.662, "score": 0.6171784589892294, "score_std": 0.0411112281597934, "time": 5.109919633865356, "time_std": 0.2605342472004568}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 15.820000000000002, "leaves": 8.410000000000002, "depth": 5.247999999999999, "score": 0.8207940347970175, "score_std": 0.023980673394750254, "time": 1.8586510086059571, "time_std": 0.37685861830098183}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 11.774, "leaves": 6.387, "depth": 4.364, "score": 0.7411498257839721, "score_std": 0.0697836922611667, "time": 0.18407150745391845, "time_std": 0.029822336415721108}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 6.031999999999999, "leaves": 3.5159999999999996, "depth": 3.0380000000000007, "score": 0.6603426613363793, "score_std": 0.0420958137599486, "time": 0.2512571668624878, "time_std": 0.030086372019346296}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 15.644, "leaves": 8.322000000000001, "depth": 5.753000000000001, "score": 0.8734579785264718, "score_std": 0.06767422305482677, "time": 0.26727221488952635, "time_std": 0.026084844700558444}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.24, "leaves": 2.62, "depth": 2.455, "score": 0.7541880341880343, "score_std": 0.0915860965666153, "time": 0.0792604637145996, "time_std": 0.014934552030025479}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 1.952, "leaves": 1.4759999999999998, "depth": 1.436, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.05113349914550781, "time_std": 0.012607755305346548}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 1.55, "leaves": 1.275, "depth": 1.245, "score": 0.7353199365415125, "score_std": 0.048398466240040176, "time": 0.06177842140197754, "time_std": 0.014464587298509735}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.656000000000001, "leaves": 2.8280000000000007, "depth": 2.6959999999999997, "score": 0.808801870251315, "score_std": 0.050597916459899354, "time": 0.10641833782196045, "time_std": 0.01256345420793042}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.768, "leaves": 2.884000000000001, "depth": 2.596, "score": 0.8019354838709677, "score_std": 0.07496374427184746, "time": 0.0867263650894165, "time_std": 0.02378481026600507}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 1.2380000000000002, "leaves": 1.119, "depth": 1.115, "score": 0.7116858237547894, "score_std": 0.037996838124063466, "time": 0.11920959949493408, "time_std": 0.019633474897047188}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 7.417999999999999, "leaves": 4.209, "depth": 3.5559999999999996, "score": 0.8409979879275653, "score_std": 0.05952094651581911, "time": 0.19143581867218018, "time_std": 0.020550648147204736}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 5.204, "leaves": 3.1019999999999994, "depth": 3.0749999999999993, "score": 0.9486666666666665, "score_std": 0.03664241622309678, "time": 0.0816646671295166, "time_std": 0.015226475273931747}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 6.061999999999999, "leaves": 3.5309999999999997, "depth": 3.04, "score": 0.32410000000000005, "score_std": 0.07086388360794234, "time": 0.7133482837677002, "time_std": 0.03841750109493708}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 94.76399999999998, "leaves": 47.88199999999999, "depth": 10.885, "score": 0.7541666666666668, "score_std": 0.052060180038864756, "time": 1.2259169721603393, "time_std": 0.06246314312494565}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 31.137999999999998, "leaves": 16.069, "depth": 7.302, "score": 0.887742902486334, "score_std": 0.028057434420238062, "time": 0.498642578125, "time_std": 0.0353124799964848}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 3.7439999999999998, "leaves": 2.372, "depth": 2.256, "score": 0.5854712643678162, "score_std": 0.1167736353509064, "time": 0.08052537441253663, "time_std": 0.020339097535779744}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.266, "leaves": 2.633, "depth": 2.595, "score": 0.8100955310880829, "score_std": 0.02441166436622039, "time": 0.27979573249816897, "time_std": 0.031051662330122524}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 12.174, "leaves": 6.587, "depth": 4.434, "score": 0.6535930735930735, "score_std": 0.10749882709186968, "time": 0.12370648860931396, "time_std": 0.017437009691861717}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 14.388, "leaves": 7.694, "depth": 4.954, "score": 0.7687083333333335, "score_std": 0.04415574880518886, "time": 0.44348552703857425, "time_std": 0.05349244519069366}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 3.511999999999999, "leaves": 2.256, "depth": 2.1079999999999997, "score": 0.6872788139646103, "score_std": 0.04191645501269553, "time": 0.7100303602218628, "time_std": 0.19492821490870577}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 11.018000000000002, "leaves": 6.009000000000001, "depth": 4.4510000000000005, "score": 0.9030334768053563, "score_std": 0.01846132756256059, "time": 0.4347829246520996, "time_std": 0.046061079824692264}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 6.898, "leaves": 3.949, "depth": 3.2029999999999994, "score": 0.6551468203927222, "score_std": 0.06549557336553206, "time": 0.5017271375656128, "time_std": 0.07499462068284568}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 8.315999999999999, "leaves": 4.6579999999999995, "depth": 3.8899999999999992, "score": 0.8360775836185672, "score_std": 0.025891683128285457, "time": 0.4446628189086914, "time_std": 0.051154989338016134}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.388, "leaves": 2.694, "depth": 2.569, "score": 0.8343589743589744, "score_std": 0.0752309614945195, "time": 0.08188513278961182, "time_std": 0.011146251426972668}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 3.208, "leaves": 2.104, "depth": 1.995, "score": 0.6661480349715643, "score_std": 0.0362556315739778, "time": 0.23236242771148682, "time_std": 0.04839755817688243}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 4.812, "leaves": 2.9059999999999997, "depth": 2.7979999999999996, "score": 0.8054545454545454, "score_std": 0.08332814961107976, "time": 0.07741509437561035, "time_std": 0.012765790463836779}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 5.9, "leaves": 3.45, "depth": 3.076, "score": 0.6313809523809524, "score_std": 0.11732437543108758, "time": 0.09377743244171143, "time_std": 0.020958550862006053}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 6.410000000000001, "leaves": 3.7050000000000005, "depth": 3.3, "score": 0.5860818713450292, "score_std": 0.10710564232426942, "time": 0.09615861892700195, "time_std": 0.0200254449098205}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 1.492, "leaves": 1.246, "depth": 1.246, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 0.04360644817352295, "time_std": 0.006950698944901001}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 1.426, "leaves": 1.213, "depth": 1.177, "score": 0.7143693693693695, "score_std": 0.0715459100205182, "time": 0.05012991428375244, "time_std": 0.01136682274258249}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 1.966, "leaves": 1.4829999999999999, "depth": 1.4759999999999998, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.05108839511871338, "time_std": 0.011571911699209172}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 6.17, "leaves": 3.585, "depth": 3.34, "score": 0.8957142857142857, "score_std": 0.050144914713810496, "time": 0.1021123743057251, "time_std": 0.013874755000709327}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 1.074, "leaves": 1.037, "depth": 1.0339999999999998, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.1469850254058838, "time_std": 0.045223572878477405}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 2.572, "leaves": 1.7860000000000003, "depth": 1.7230000000000003, "score": 0.7007000000000001, "score_std": 0.028443101096751026, "time": 0.3328568887710571, "time_std": 0.11819014132118284}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 5.408, "leaves": 3.204, "depth": 2.9520000000000004, "score": 0.7966666666666667, "score_std": 0.04543495025941423, "time": 0.10711349964141846, "time_std": 0.01579970777793722}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 30.977999999999998, "leaves": 15.988999999999999, "depth": 7.563, "score": 0.8275757575757576, "score_std": 0.03720327783255769, "time": 2.710722336769104, "time_std": 0.28024930642315826}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 36.64000000000001, "leaves": 18.820000000000004, "depth": 7.551000000000001, "score": 0.6644316045945006, "score_std": 0.03725108235562152, "time": 0.929299087524414, "time_std": 0.06922269148948865}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 28.715999999999998, "leaves": 14.857999999999999, "depth": 6.902, "score": 0.9538333333333335, "score_std": 0.02089723533016854, "time": 0.4302804851531982, "time_std": 0.03959064710924559}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 2.106, "leaves": 1.553, "depth": 1.5179999999999998, "score": 0.6544906195462478, "score_std": 0.029592491653586267, "time": 0.24795470714569093, "time_std": 0.02908104765300681}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 3.094, "leaves": 2.0469999999999997, "depth": 1.9669999999999999, "score": 0.7251612903225808, "score_std": 0.06963260207397172, "time": 0.08207013607025146, "time_std": 0.014047332570350037}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 8.604, "leaves": 4.802, "depth": 3.889, "score": 0.9319047619047619, "score_std": 0.04518320256359377, "time": 0.11770830631256103, "time_std": 0.013005325364833436}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"max_features": "sqrt", "n_estimators": 20, "n_jobs": 10}, "nodes": 9.89, "leaves": 5.4449999999999985, "depth": 4.521, "score": 0.864047619047619, "score_std": 0.08110944147630803, "time": 0.12855637550354004, "time_std": 0.010784903783257313}]} |