* Process all datasets set with stree_default: tanveer norm: False std: False discretize: False store in: stree_default 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 29.36 15.18 7.04 0.844640±0.0351 0.283752±0.0438 {"max_features": "sqrt", "splitter": "random"} balloons 16 4 2 5.52 3.26 3.14 0.783333±0.2713✔0.017087±0.0040 {"max_features": "sqrt", "splitter": "random"} breast-cancer-wisc-diag 569 30 2 6.52 3.76 3.36 0.950615±0.0168 0.081352±0.0177 {"max_features": "sqrt", "splitter": "random"} breast-cancer-wisc-prog 198 33 2 1.36 1.18 1.18 0.763192±0.0688 0.018581±0.0068 {"max_features": "sqrt", "splitter": "random"} breast-cancer-wisc 699 9 2 7.00 4.00 3.84 0.959943±0.0179 0.067725±0.0109 {"max_features": "sqrt", "splitter": "random"} breast-cancer 286 9 2 13.44 7.22 5.02 0.713993±0.0495 0.083012±0.0286 {"max_features": "sqrt", "splitter": "random"} cardiotocography-10clases 2126 21 10 223.08 112.04 23.42 0.790733±0.0238 4.798963±0.5954 {"max_features": "sqrt", "splitter": "random"} cardiotocography-3clases 2126 21 3 48.80 24.90 8.90 0.883256±0.0205 1.398482±0.1452 {"max_features": "sqrt", "splitter": "random"} conn-bench-sonar-mines-rocks 208 60 2 15.64 8.32 5.34 0.756585±0.0599✔0.096016±0.0238 {"max_features": "sqrt", "splitter": "random"} cylinder-bands 512 35 2 8.84 4.92 4.08 0.665820±0.0348 0.164517±0.0575 {"max_features": "sqrt", "splitter": "random"} dermatology 366 34 6 27.84 14.42 8.72 0.949700±0.0328 0.198137±0.0383 {"max_features": "sqrt", "splitter": "random"} echocardiogram 131 10 2 4.20 2.60 2.38 0.848974±0.0670★0.024877±0.0110 {"max_features": "sqrt", "splitter": "random"} fertility 100 9 2 1.00 1.00 1.00 0.880000±0.0548✔0.008331±0.0001 {"max_features": "sqrt", "splitter": "random"} haberman-survival 306 3 2 4.68 2.84 2.38 0.726182±0.0470 0.029299±0.0174 {"max_features": "sqrt", "splitter": "random"} heart-hungarian 294 12 2 11.20 6.10 4.84 0.793513±0.0609 0.077565±0.0216 {"max_features": "sqrt", "splitter": "random"} hepatitis 155 19 2 7.56 4.28 3.84 0.804516±0.0740✔0.039986±0.0123 {"max_features": "sqrt", "splitter": "random"} ilpd-indian-liver 583 9 2 1.00 1.00 1.00 0.713566±0.0380 0.048782±0.0020 {"max_features": "sqrt", "splitter": "random"} ionosphere 351 33 2 10.44 5.72 5.34 0.887710±0.0329✔0.117961±0.0189 {"max_features": "sqrt", "splitter": "random"} iris 150 4 3 5.80 3.40 3.40 0.935333±0.0408 0.036107±0.0055 {"max_features": "sqrt", "splitter": "random"} led-display 1000 7 10 50.32 25.66 7.88 0.688600±0.0354 1.089673±0.0633 {"max_features": "sqrt", "splitter": "random"} libras 360 90 15 110.00 55.50 12.90 0.725833±0.0582 1.085350±0.1301 {"max_features": "sqrt", "splitter": "random"} low-res-spect 531 100 9 41.12 21.06 8.28 0.878536±0.0342✔0.438121±0.0729 {"max_features": "sqrt", "splitter": "random"} lymphography 148 18 4 14.04 7.52 5.30 0.727586±0.1003 0.080443±0.0271 {"max_features": "sqrt", "splitter": "random"} mammographic 961 5 2 3.12 2.06 2.06 0.816548±0.0238 0.152376±0.0103 {"max_features": "sqrt", "splitter": "random"} molec-biol-promoter 106 57 2 14.68 7.84 4.98 0.757446±0.0967 0.059720±0.0105 {"max_features": "sqrt", "splitter": "random"} musk-1 476 166 2 20.00 10.50 6.30 0.769346±0.0490 0.280010±0.0476 {"max_features": "sqrt", "splitter": "random"} oocytes_merluccius_nucleus_4d 1022 41 2 5.44 3.22 3.00 0.726894±0.0481 0.395054±0.1404 {"max_features": "sqrt", "splitter": "random"} oocytes_merluccius_states_2f 1022 25 3 19.36 10.18 6.18 0.897167±0.0194 0.394725±0.0713 {"max_features": "sqrt", "splitter": "random"} oocytes_trisopterus_nucleus_2f 912 25 2 8.40 4.70 3.72 0.719183±0.0385 0.329749±0.0639 {"max_features": "sqrt", "splitter": "random"} oocytes_trisopterus_states_5b 912 32 3 21.56 11.28 7.36 0.861297±0.0279 0.418273±0.0827 {"max_features": "sqrt", "splitter": "random"} parkinsons 195 22 2 5.32 3.16 3.08 0.863077±0.0507 0.039076±0.0078 {"max_features": "sqrt", "splitter": "random"} pima 768 8 2 3.12 2.06 2.06 0.741515±0.0393 0.140708±0.0207 {"max_features": "sqrt", "splitter": "random"} pittsburg-bridges-MATERIAL 106 7 3 9.44 5.22 4.36 0.824242±0.0841✔0.051952±0.0185 {"max_features": "sqrt", "splitter": "random"} pittsburg-bridges-REL-L 103 7 3 17.36 9.18 5.80 0.661429±0.0977★0.095703±0.0253 {"max_features": "sqrt", "splitter": "random"} pittsburg-bridges-SPAN 92 7 3 13.92 7.46 5.42 0.618655±0.0909 0.081279±0.0188 {"max_features": "sqrt", "splitter": "random"} pittsburg-bridges-T-OR-D 102 7 2 1.08 1.04 1.04 0.862810±0.0748★0.008515±0.0020 {"max_features": "sqrt", "splitter": "random"} planning 182 12 2 1.00 1.00 1.00 0.714369±0.0715✔0.012902±0.0005 {"max_features": "sqrt", "splitter": "random"} post-operative 90 8 3 3.08 2.04 1.92 0.702222±0.0807✔0.018055±0.0107 {"max_features": "sqrt", "splitter": "random"} seeds 210 7 3 8.40 4.70 4.40 0.923810±0.0410 0.057388±0.0139 {"max_features": "sqrt", "splitter": "random"} statlog-australian-credit 690 14 2 1.00 1.00 1.00 0.678261±0.0390✔0.068765±0.0018 {"max_features": "sqrt", "splitter": "random"} statlog-german-credit 1000 24 2 2.68 1.84 1.58 0.701700±0.0310 0.162651±0.0540 {"max_features": "sqrt", "splitter": "random"} statlog-heart 270 13 2 11.64 6.32 4.72 0.778148±0.0493 0.079329±0.0282 {"max_features": "sqrt", "splitter": "random"} statlog-image 2310 18 7 56.28 28.64 11.38 0.930606±0.0272 2.041580±0.1943 {"max_features": "sqrt", "splitter": "random"} statlog-vehicle 846 18 4 51.92 26.46 9.68 0.691845±0.0391 0.732174±0.0902 {"max_features": "sqrt", "splitter": "random"} synthetic-control 600 60 6 44.96 22.98 8.06 0.913333±0.0250 0.368570±0.0345 {"max_features": "sqrt", "splitter": "random"} tic-tac-toe 958 9 2 13.92 7.46 4.36 0.735371±0.0785 0.230194±0.0896 {"max_features": "sqrt", "splitter": "random"} vertebral-column-2clases 310 6 2 7.84 4.42 3.86 0.829355±0.0503 0.067534±0.0166 {"max_features": "sqrt", "splitter": "random"} wine 178 13 3 11.52 6.26 4.50 0.931952±0.0438 0.058620±0.0117 {"max_features": "sqrt", "splitter": "random"} zoo 101 16 7 18.08 9.54 8.32 0.930619±0.0646 0.095188±0.0137 {"max_features": "sqrt", "splitter": "random"} ✔ .....: 9 ✔ .....: 1 ★ .....: 3 ** Accuracy compared to stree_default (liblinear-ovr) .: 0.9745 Time: 0h 14m 14s