* 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 0.00 0.00 0.00 nan± nan 0.000551±0.0000 {"max_features": "sqrt", "splitter": "cfs"} balloons 16 4 2 0.00 0.00 0.00 nan± nan 0.000502±0.0000 {"max_features": "sqrt", "splitter": "cfs"} breast-cancer-wisc-diag 569 30 2 0.00 0.00 0.00 nan± nan 0.000567±0.0000 {"max_features": "sqrt", "splitter": "cfs"} breast-cancer-wisc-prog 198 33 2 0.00 0.00 0.00 nan± nan 0.000530±0.0000 {"max_features": "sqrt", "splitter": "cfs"} breast-cancer-wisc 699 9 2 0.00 0.00 0.00 nan± nan 0.000551±0.0000 {"max_features": "sqrt", "splitter": "cfs"} breast-cancer 286 9 2 0.00 0.00 0.00 nan± nan 0.000523±0.0000 {"max_features": "sqrt", "splitter": "cfs"} cardiotocography-10clases 2126 21 10 0.00 0.00 0.00 nan± nan 0.000690±0.0000 {"max_features": "sqrt", "splitter": "cfs"} cardiotocography-3clases 2126 21 3 0.00 0.00 0.00 nan± nan 0.000662±0.0000 {"max_features": "sqrt", "splitter": "cfs"} conn-bench-sonar-mines-rocks 208 60 2 0.00 0.00 0.00 nan± nan 0.000527±0.0000 {"max_features": "sqrt", "splitter": "cfs"} cylinder-bands 512 35 2 0.00 0.00 0.00 nan± nan 0.000569±0.0000 {"max_features": "sqrt", "splitter": "cfs"} dermatology 366 34 6 0.00 0.00 0.00 nan± nan 0.000547±0.0000 {"max_features": "sqrt", "splitter": "cfs"} echocardiogram 131 10 2 0.00 0.00 0.00 nan± nan 0.000509±0.0000 {"max_features": "sqrt", "splitter": "cfs"} fertility 100 9 2 0.00 0.00 0.00 nan± nan 0.000503±0.0000 {"max_features": "sqrt", "splitter": "cfs"} haberman-survival 306 3 2 0.00 0.00 0.00 nan± nan 0.000511±0.0000 {"max_features": "sqrt", "splitter": "cfs"} heart-hungarian 294 12 2 0.00 0.00 0.00 nan± nan 0.000521±0.0000 {"max_features": "sqrt", "splitter": "cfs"} hepatitis 155 19 2 0.00 0.00 0.00 nan± nan 0.000515±0.0000 {"max_features": "sqrt", "splitter": "cfs"} ilpd-indian-liver 583 9 2 0.00 0.00 0.00 nan± nan 0.000535±0.0000 {"max_features": "sqrt", "splitter": "cfs"} ionosphere 351 33 2 0.00 0.00 0.00 nan± nan 0.000535±0.0000 {"max_features": "sqrt", "splitter": "cfs"} iris 150 4 3 0.00 0.00 0.00 nan± nan 0.000497±0.0000 {"max_features": "sqrt", "splitter": "cfs"} led-display 1000 7 10 0.00 0.00 0.00 nan± nan 0.000582±0.0000 {"max_features": "sqrt", "splitter": "cfs"} libras 360 90 15 0.00 0.00 0.00 nan± nan 0.000575±0.0000 {"max_features": "sqrt", "splitter": "cfs"} low-res-spect 531 100 9 0.00 0.00 0.00 nan± nan 0.000613±0.0000 {"max_features": "sqrt", "splitter": "cfs"} lymphography 148 18 4 0.00 0.00 0.00 nan± nan 0.000504±0.0000 {"max_features": "sqrt", "splitter": "cfs"} mammographic 961 5 2 0.00 0.00 0.00 nan± nan 0.000553±0.0000 {"max_features": "sqrt", "splitter": "cfs"} molec-biol-promoter 106 57 2 0.00 0.00 0.00 nan± nan 0.000506±0.0000 {"max_features": "sqrt", "splitter": "cfs"} musk-1 476 166 2 0.00 0.00 0.00 nan± nan 0.000634±0.0000 {"max_features": "sqrt", "splitter": "cfs"} oocytes_merluccius_nucleus_4d 1022 41 2 0.00 0.00 0.00 nan± nan 0.000616±0.0000 {"max_features": "sqrt", "splitter": "cfs"} oocytes_merluccius_states_2f 1022 25 3 0.00 0.00 0.00 nan± nan 0.000595±0.0000 {"max_features": "sqrt", "splitter": "cfs"} oocytes_trisopterus_nucleus_2f 912 25 2 0.00 0.00 0.00 nan± nan 0.000584±0.0000 {"max_features": "sqrt", "splitter": "cfs"} oocytes_trisopterus_states_5b 912 32 3 0.00 0.00 0.00 nan± nan 0.000593±0.0000 {"max_features": "sqrt", "splitter": "cfs"} parkinsons 195 22 2 0.00 0.00 0.00 nan± nan 0.000516±0.0000 {"max_features": "sqrt", "splitter": "cfs"} pima 768 8 2 0.00 0.00 0.00 nan± nan 0.000549±0.0000 {"max_features": "sqrt", "splitter": "cfs"} pittsburg-bridges-MATERIAL 106 7 3 0.00 0.00 0.00 nan± nan 0.000496±0.0000 {"max_features": "sqrt", "splitter": "cfs"} pittsburg-bridges-REL-L 103 7 3 0.00 0.00 0.00 nan± nan 0.000504±0.0000 {"max_features": "sqrt", "splitter": "cfs"} pittsburg-bridges-SPAN 92 7 3 0.00 0.00 0.00 nan± nan 0.000503±0.0000 {"max_features": "sqrt", "splitter": "cfs"} pittsburg-bridges-T-OR-D 102 7 2 0.00 0.00 0.00 nan± nan 0.000496±0.0000 {"max_features": "sqrt", "splitter": "cfs"} planning 182 12 2 0.00 0.00 0.00 nan± nan 0.000504±0.0000 {"max_features": "sqrt", "splitter": "cfs"} post-operative 90 8 3 0.00 0.00 0.00 nan± nan 0.000501±0.0000 {"max_features": "sqrt", "splitter": "cfs"} seeds 210 7 3 0.00 0.00 0.00 nan± nan 0.000504±0.0000 {"max_features": "sqrt", "splitter": "cfs"} statlog-australian-credit 690 14 2 0.00 0.00 0.00 nan± nan 0.000552±0.0000 {"max_features": "sqrt", "splitter": "cfs"} statlog-german-credit 1000 24 2 0.00 0.00 0.00 nan± nan 0.000587±0.0000 {"max_features": "sqrt", "splitter": "cfs"} statlog-heart 270 13 2 0.00 0.00 0.00 nan± nan 0.000510±0.0000 {"max_features": "sqrt", "splitter": "cfs"} statlog-image 2310 18 7 0.00 0.00 0.00 nan± nan 0.000705±0.0000 {"max_features": "sqrt", "splitter": "cfs"} statlog-vehicle 846 18 4 0.00 0.00 0.00 nan± nan 0.000579±0.0000 {"max_features": "sqrt", "splitter": "cfs"} synthetic-control 600 60 6 0.00 0.00 0.00 nan± nan 0.000587±0.0000 {"max_features": "sqrt", "splitter": "cfs"} tic-tac-toe 958 9 2 0.00 0.00 0.00 nan± nan 0.000551±0.0000 {"max_features": "sqrt", "splitter": "cfs"} vertebral-column-2clases 310 6 2 0.00 0.00 0.00 nan± nan 0.000511±0.0000 {"max_features": "sqrt", "splitter": "cfs"} wine 178 13 3 0.00 0.00 0.00 nan± nan 0.000503±0.0000 {"max_features": "sqrt", "splitter": "cfs"} zoo 101 16 7 0.00 0.00 0.00 nan± nan 0.000501±0.0000 {"max_features": "sqrt", "splitter": "cfs"} ** Accuracy compared to stree_default (liblinear-ovr) .: nan Time: 0h 0m 4s