* Process all datasets set with wodt: tanveer norm: True std: False store in: wodt 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 83.32 42.16 12.84 0.910560±0.0309 0.213241±0.0229 {} balloons 16 4 2 6.28 3.64 3.62 0.626667±0.2341 0.006847±0.0029 {} breast-cancer-wisc-diag 569 30 2 25.12 13.06 7.76 0.956771±0.0169 0.121486±0.0193 {} breast-cancer-wisc-prog 198 33 2 41.16 21.08 9.26 0.687077±0.0646 0.100701±0.0093 {} breast-cancer-wisc 699 9 2 36.80 18.90 9.74 0.949508±0.0170 0.132239±0.0172 {} breast-cancer 286 9 2 421.76 211.38 50.00 0.655433±0.0549 0.297464±0.0283 {} cardiotocography-10clases 2126 21 10 999.16 500.08 50.00 0.750051±0.0238 2.374506±0.0904 {} cardiotocography-3clases 2126 21 3 585.88 293.44 50.00 0.902258±0.0168 1.296542±0.1033 {} conn-bench-sonar-mines-rocks 208 60 2 22.60 11.80 6.98 0.797154±0.0572 0.081785±0.0179 {} cylinder-bands 512 35 2 101.16 51.08 13.00 0.694540±0.0341 0.368123±0.0235 {} dermatology 366 34 6 18.68 9.84 7.56 0.958708±0.0227 0.085584±0.0092 {} echocardiogram 131 10 2 35.08 18.04 10.82 0.732877±0.0707 0.076211±0.0107 {} fertility 100 9 2 79.16 40.08 35.56 0.802000±0.0721 0.052551±0.0099 {} haberman-survival 306 3 2 476.76 238.88 50.00 0.661687±0.0650 0.416460±0.0347 {} heart-hungarian 294 12 2 73.40 37.20 12.30 0.748276±0.0493 0.200491±0.0231 {} hepatitis 155 19 2 22.68 11.84 6.88 0.787742±0.0866 0.051876±0.0069 {} ilpd-indian-liver 583 9 2 647.04 324.02 50.00 0.671552±0.0427 0.739467±0.0408 {} ionosphere 351 33 2 32.56 16.78 10.42 0.888109±0.0376 0.141458±0.0172 {} iris 150 4 3 16.60 8.80 7.38 0.944000±0.0356 0.042543±0.0086 {} led-display 1000 7 10 4097.88 2049.44 50.00 0.701500±0.0296 1.791053±0.0440 {} libras 360 90 15 131.72 66.36 12.58 0.776111±0.0520 0.366388±0.0210 {} low-res-spect 531 100 9 93.12 47.06 10.98 0.857041±0.0340 0.338883±0.0254 {} lymphography 148 18 4 22.24 11.62 7.34 0.809448±0.0812 0.056767±0.0077 {} mammographic 961 5 2 2107.80 1054.40 50.00 0.780642±0.0237 1.132076±0.0751 {} molec-biol-promoter 106 57 2 6.44 3.72 3.30 0.801991±0.0839 0.014979±0.0038 {} musk-1 476 166 2 55.04 28.02 9.70 0.841805±0.0389 0.215234±0.0144 {} oocytes_merluccius_nucleus_4d 1022 41 2 370.00 185.50 19.66 0.714376±0.0312 1.077881±0.0481 {} oocytes_merluccius_states_2f 1022 25 3 122.72 61.86 14.18 0.899119±0.0184 0.457976±0.0311 {} oocytes_trisopterus_nucleus_2f 912 25 2 296.64 148.82 20.32 0.730262±0.0295 0.934357±0.0457 {} oocytes_trisopterus_states_5b 912 32 3 154.44 77.72 16.40 0.877519±0.0246 0.630503±0.0425 {} parkinsons 195 22 2 22.16 11.58 8.50 0.901026±0.0481 0.059292±0.0106 {} pima 768 8 2 253.52 127.26 18.34 0.698936±0.0323 0.687659±0.0347 {} pittsburg-bridges-MATERIAL 106 7 3 77.20 39.10 32.76 0.817576±0.0765 0.062736±0.0124 {} pittsburg-bridges-REL-L 103 7 3 118.08 59.54 36.44 0.607714±0.1017 0.122974±0.0134 {} pittsburg-bridges-SPAN 92 7 3 157.24 79.12 47.66 0.592164±0.0960 0.111804±0.0128 {} pittsburg-bridges-T-OR-D 102 7 2 79.88 40.44 34.28 0.832476±0.0617 0.059392±0.0109 {} planning 182 12 2 77.76 39.38 14.24 0.564264±0.0842 0.172939±0.0226 {} post-operative 90 8 3 362.16 181.58 50.00 0.554444±0.0933 0.143436±0.0215 {} seeds 210 7 3 25.12 13.06 6.88 0.922381±0.0436 0.069630±0.0090 {} statlog-australian-credit 690 14 2 441.88 221.44 48.14 0.562464±0.0418 0.808171±0.0531 {} statlog-german-credit 1000 24 2 198.88 99.94 16.42 0.687700±0.0313 0.611791±0.0387 {} statlog-heart 270 13 2 48.56 24.78 9.70 0.767407±0.0485 0.124753±0.0100 {} statlog-image 2310 18 7 320.24 160.62 43.02 0.946277±0.0100 1.194830±0.0732 {} statlog-vehicle 846 18 4 258.44 129.72 16.06 0.705572±0.0358 0.727074±0.0382 {} synthetic-control 600 60 6 26.92 13.96 6.72 0.950000±0.0199 0.169909±0.0171 {} tic-tac-toe 958 9 2 87.32 44.16 13.62 0.918040±0.0266 0.367853±0.0372 {} vertebral-column-2clases 310 6 2 104.68 52.84 22.92 0.801935±0.0501 0.214854±0.0190 {} wine 178 13 3 8.08 4.54 3.88 0.971921±0.0292 0.029171±0.0059 {} zoo 101 16 7 16.52 8.76 6.00 0.939381±0.0513 0.033759±0.0041 {} Time: 0h 16m 29s