* Process all datasets set with stree: tanveer norm: True std: False store in: stree 5 Fold Cross Validation with 10 random seeds [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1] Dataset Samp Var Cls Nodes Leaves Depth Accuracy Time Parameters ============================== ===== === === ======= ======= ======= =============== =============== ========== balance-scale 625 4 3 7.00 4.00 3.00 0.970560±0.0150 0.013607±0.0012 {"C": 10000.0, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0} balloons 16 4 2 3.00 2.00 2.00 0.860000±0.2850 0.000802±0.0001 {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0} breast-cancer-wisc-diag 569 30 2 3.24 2.12 2.12 0.972764±0.0173 0.003826±0.0007 {"C": 0.2, "max_iter": 10000.0} breast-cancer-wisc-prog 198 33 2 5.84 3.42 3.24 0.811128±0.0585 0.007777±0.0015 {"C": 0.2, "max_iter": 10000.0} breast-cancer-wisc 699 9 2 8.88 4.94 4.08 0.966661±0.0139 0.006625±0.0008 {} breast-cancer 286 9 2 21.72 11.36 5.86 0.734211±0.0480 0.023730±0.0059 {} cardiotocography-10clases 2126 21 10 160.76 80.88 22.86 0.791487±0.0192 3.147645±0.3417 {} cardiotocography-3clases 2126 21 3 47.68 24.34 8.84 0.900613±0.0154 1.070610±0.1435 {} conn-bench-sonar-mines-rocks 208 60 2 6.08 3.54 2.86 0.755528±0.0678 0.011588±0.0034 {} cylinder-bands 512 35 2 26.20 13.60 6.82 0.715049±0.0368 0.307926±0.1114 {} dermatology 366 34 6 11.00 6.00 6.00 0.971833±0.0207 0.038074±0.0108 {"C": 55, "max_iter": 10000.0} echocardiogram 131 10 2 7.00 4.00 3.54 0.814758±0.0998 0.003269±0.0009 {"C": 7, "gamma": 0.1, "kernel": "poly", "max_features": "auto", "max_iter": 10000.0} fertility 100 9 2 1.00 1.00 1.00 0.880000±0.0548 0.000961±0.0001 {"C": 0.05, "max_features": "auto", "max_iter": 10000.0} haberman-survival 306 3 2 23.40 12.20 5.98 0.735637±0.0435 0.017420±0.0034 {} heart-hungarian 294 12 2 10.16 5.58 4.00 0.827522±0.0505 0.004928±0.0007 {"C": 0.05, "max_iter": 10000.0} hepatitis 155 19 2 3.00 2.00 2.00 0.824516±0.0739 0.002160±0.0001 {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0} ilpd-indian-liver 583 9 2 16.04 8.52 5.28 0.723498±0.0385 0.035263±0.0160 {} ionosphere 351 33 2 3.16 2.08 2.08 0.953276±0.0239 0.008915±0.0008 {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0} iris 150 4 3 5.00 3.00 3.00 0.965333±0.0319 0.003556±0.0004 {} led-display 1000 7 10 47.16 24.08 17.76 0.703000±0.0291 0.225625±0.0119 {} libras 360 90 15 82.28 41.64 28.84 0.788611±0.0517 0.851997±0.0843 {"C": 0.08, "max_iter": 10000.0} low-res-spect 531 100 9 27.40 14.20 10.74 0.883782±0.0325 0.450486±0.0413 {"C": 0.05, "max_iter": 10000.0} lymphography 148 18 4 9.04 5.02 4.48 0.835034±0.0591 0.005482±0.0008 {"C": 0.05, "max_iter": 10000.0} mammographic 961 5 2 7.40 4.20 4.00 0.819150±0.0223 0.023214±0.0034 {} molec-biol-promoter 106 57 2 3.00 2.00 2.00 0.767056±0.0911 0.001287±0.0001 {"C": 0.05, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0} musk-1 476 166 2 3.00 2.00 2.00 0.916388±0.0275 0.011613±0.0004 {"C": 0.05, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0} oocytes_merluccius_nucleus_4d 1022 41 2 10.52 5.76 4.42 0.835125±0.0221 0.210538±0.0275 {"C": 8.25, "gamma": 0.1, "kernel": "poly"} oocytes_merluccius_states_2f 1022 25 3 18.04 9.52 5.30 0.915365±0.0204 0.184491±0.0301 {} oocytes_trisopterus_nucleus_2f 912 25 2 29.88 15.44 7.38 0.800986±0.0218 0.734998±0.2147 {} oocytes_trisopterus_states_5b 912 32 3 7.44 4.22 3.60 0.922249±0.0179 0.055960±0.0084 {"C": 0.11, "max_iter": 10000.0} parkinsons 195 22 2 8.48 4.74 3.76 0.882051±0.0478 0.008070±0.0018 {} pima 768 8 2 17.40 9.20 5.66 0.766651±0.0297 0.076684±0.0218 {} pittsburg-bridges-MATERIAL 106 7 3 5.16 3.08 3.02 0.867749±0.0712 0.003015±0.0003 {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0} pittsburg-bridges-REL-L 103 7 3 16.32 8.66 5.96 0.632238±0.1012 0.013737±0.0033 {} pittsburg-bridges-SPAN 92 7 3 9.84 5.42 4.58 0.659766±0.1165 0.005307±0.0016 {"C": 0.05, "max_iter": 10000.0} pittsburg-bridges-T-OR-D 102 7 2 4.56 2.78 2.68 0.861619±0.0694 0.003034±0.0006 {} planning 182 12 2 3.00 2.00 2.00 0.735270±0.0670 0.003102±0.0001 {"C": 7, "gamma": 10.0, "kernel": "rbf", "max_iter": 10000.0} post-operative 90 8 3 2.64 1.82 1.82 0.711111±0.0754 0.001882±0.0005 {"C": 55, "degree": 5, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0} seeds 210 7 3 9.88 5.44 4.44 0.952857±0.0280 0.020686±0.0053 {"C": 10000.0, "max_iter": 10000.0} statlog-australian-credit 690 14 2 1.32 1.16 1.16 0.678261±0.0390 0.002094±0.0009 {"C": 0.05, "max_features": "auto", "max_iter": 10000.0} statlog-german-credit 1000 24 2 21.24 11.12 6.18 0.762500±0.0272 0.298142±0.0660 {} statlog-heart 270 13 2 14.56 7.78 5.00 0.822963±0.0440 0.014240±0.0033 {} statlog-image 2310 18 7 36.92 18.96 10.80 0.955931±0.0096 4.345813±0.2017 {"C": 7, "max_iter": 10000.0} statlog-vehicle 846 18 4 23.88 12.44 7.06 0.793028±0.0301 0.283493±0.0393 {} synthetic-control 600 60 6 12.48 6.74 6.50 0.950000±0.0254 0.208679±0.0415 {"C": 0.55, "max_iter": 10000.0} tic-tac-toe 958 9 2 3.00 2.00 2.00 0.984444±0.0084 0.012515±0.0004 {"C": 0.2, "gamma": 0.1, "kernel": "poly", "max_iter": 10000.0} vertebral-column-2clases 310 6 2 6.04 3.52 3.34 0.852903±0.0409 0.006154±0.0010 {} wine 178 13 3 5.00 3.00 3.00 0.979159±0.0224 0.001952±0.0001 {"C": 0.55, "max_iter": 10000.0} zoo 101 16 7 13.04 7.02 7.02 0.957524±0.0455 0.005572±0.0001 {"C": 0.1, "max_iter": 10000.0} - Auto Hyperparams ..: {"C": 0.1, "max_iter": 10000.0} Time: 0h 10m 49s