Files
benchmark/results/results_f1-macro_STree_iMac27_2021-09-30_11:52:32_0.json

927 lines
28 KiB
JSON

{
"score_name": "f1_macro",
"model": "STree",
"stratified": false,
"folds": 5,
"date": "2021-09-30",
"time": "11:52:32",
"duration": 622.4326710700989,
"seeds": [
57,
31,
1714,
17,
23,
79,
83,
97,
7,
1
],
"platform": "iMac27",
"results": [
{
"dataset": "balance-scale",
"samples": 625,
"features": 4,
"classes": 3,
"hyperparameters": {
"C": 10000.0,
"gamma": 0.1,
"kernel": "rbf",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 7.0,
"leaves": 4.0,
"depth": 3.0,
"score": 0.9265131740362249,
"score_std": 0.037312333086031005,
"time": 0.013797998428344727,
"time_std": 0.0010587692615084332
},
{
"dataset": "balloons",
"samples": 16,
"features": 4,
"classes": 2,
"hyperparameters": {
"C": 7,
"gamma": 0.1,
"kernel": "rbf",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 3.0,
"leaves": 2.0,
"depth": 2.0,
"score": 0.8446666666666667,
"score_std": 0.31282654050518865,
"time": 0.0008577823638916016,
"time_std": 3.419830090053184e-05
},
{
"dataset": "breast-cancer-wisc-diag",
"samples": 569,
"features": 30,
"classes": 2,
"hyperparameters": {
"C": 0.2,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 3.24,
"leaves": 2.12,
"depth": 2.12,
"score": 0.9706102953809161,
"score_std": 0.018490232777584967,
"time": 0.0034212398529052733,
"time_std": 0.0005539639735214291
},
{
"dataset": "breast-cancer-wisc-prog",
"samples": 198,
"features": 33,
"classes": 2,
"hyperparameters": {
"C": 0.2,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 5.84,
"leaves": 3.42,
"depth": 3.24,
"score": 0.6938799088588311,
"score_std": 0.0802838792405393,
"time": 0.00703160285949707,
"time_std": 0.0013968374900577248
},
{
"dataset": "breast-cancer-wisc",
"samples": 699,
"features": 9,
"classes": 2,
"hyperparameters": {
"kernel": "rbf",
"multiclass_strategy": "ovr"
},
"nodes": 4.6,
"leaves": 2.8,
"depth": 2.8,
"score": 0.9644366357441517,
"score_std": 0.013302057333037687,
"time": 0.010671262741088866,
"time_std": 0.0008754538971343189
},
{
"dataset": "breast-cancer",
"samples": 286,
"features": 9,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 21.72,
"leaves": 11.36,
"depth": 5.86,
"score": 0.5977692328883403,
"score_std": 0.06131423700623426,
"time": 0.02299563407897949,
"time_std": 0.0058158023206899305
},
{
"dataset": "cardiotocography-10clases",
"samples": 2126,
"features": 21,
"classes": 10,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 160.76,
"leaves": 80.88,
"depth": 22.86,
"score": 0.7249594452449721,
"score_std": 0.027952736869959725,
"time": 3.1097585439682005,
"time_std": 0.3427071385396122
},
{
"dataset": "cardiotocography-3clases",
"samples": 2126,
"features": 21,
"classes": 3,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 47.68,
"leaves": 24.34,
"depth": 8.84,
"score": 0.8047450933164386,
"score_std": 0.029440639143025436,
"time": 1.058409447669983,
"time_std": 0.14266082794464308
},
{
"dataset": "conn-bench-sonar-mines-rocks",
"samples": 208,
"features": 60,
"classes": 2,
"hyperparameters": {
"kernel": "rbf",
"multiclass_strategy": "ovr"
},
"nodes": 3.04,
"leaves": 2.02,
"depth": 2.02,
"score": 0.8278704136594282,
"score_std": 0.06223340699876001,
"time": 0.00566002368927002,
"time_std": 0.0006081437434958837
},
{
"dataset": "cylinder-bands",
"samples": 512,
"features": 35,
"classes": 2,
"hyperparameters": {
"kernel": "rbf",
"multiclass_strategy": "ovr"
},
"nodes": 3.04,
"leaves": 2.02,
"depth": 2.02,
"score": 0.7144955323374411,
"score_std": 0.049207094568092774,
"time": 0.02876591682434082,
"time_std": 0.0016639934191034686
},
{
"dataset": "dermatology",
"samples": 366,
"features": 34,
"classes": 6,
"hyperparameters": {
"C": 55,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 11.0,
"leaves": 6.0,
"depth": 6.0,
"score": 0.9650140957279131,
"score_std": 0.02735006488553865,
"time": 0.03560458183288574,
"time_std": 0.010059865078928816
},
{
"dataset": "echocardiogram",
"samples": 131,
"features": 10,
"classes": 2,
"hyperparameters": {
"C": 7,
"gamma": 0.1,
"kernel": "poly",
"max_features": "auto",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 6.56,
"leaves": 3.78,
"depth": 3.58,
"score": 0.7809849488372878,
"score_std": 0.09492374919164333,
"time": 0.016835222244262694,
"time_std": 0.005416633848449046
},
{
"dataset": "fertility",
"samples": 100,
"features": 9,
"classes": 2,
"hyperparameters": {
"C": 0.05,
"max_features": "auto",
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 1.04,
"leaves": 1.02,
"depth": 1.02,
"score": 0.4776291734186471,
"score_std": 0.07610966312345967,
"time": 0.003168802261352539,
"time_std": 0.00040783412671517507
},
{
"dataset": "haberman-survival",
"samples": 306,
"features": 3,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 23.4,
"leaves": 12.2,
"depth": 5.98,
"score": 0.5668280758817549,
"score_std": 0.048958301728547565,
"time": 0.016749353408813478,
"time_std": 0.0031583375303813003
},
{
"dataset": "heart-hungarian",
"samples": 294,
"features": 12,
"classes": 2,
"hyperparameters": {
"C": 0.05,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 10.16,
"leaves": 5.58,
"depth": 4.0,
"score": 0.8058019545857565,
"score_std": 0.055904380358896374,
"time": 0.004503507614135743,
"time_std": 0.0006718742683130599
},
{
"dataset": "hepatitis",
"samples": 155,
"features": 19,
"classes": 2,
"hyperparameters": {
"C": 7,
"gamma": 0.1,
"kernel": "rbf",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 3.0,
"leaves": 2.0,
"depth": 2.0,
"score": 0.679545747273831,
"score_std": 0.09309218917121138,
"time": 0.00221127986907959,
"time_std": 5.7274639585354806e-05
},
{
"dataset": "ilpd-indian-liver",
"samples": 583,
"features": 9,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 16.04,
"leaves": 8.52,
"depth": 5.28,
"score": 0.5365716435598072,
"score_std": 0.04997719426087985,
"time": 0.03436988353729248,
"time_std": 0.01591352695901171
},
{
"dataset": "ionosphere",
"samples": 351,
"features": 33,
"classes": 2,
"hyperparameters": {
"C": 7,
"gamma": 0.1,
"kernel": "rbf",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 3.16,
"leaves": 2.08,
"depth": 2.08,
"score": 0.9485237433255825,
"score_std": 0.026501778709667363,
"time": 0.00903371810913086,
"time_std": 0.0008611297405694449
},
{
"dataset": "iris",
"samples": 150,
"features": 4,
"classes": 3,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 5.0,
"leaves": 3.0,
"depth": 3.0,
"score": 0.9649197561729933,
"score_std": 0.031991809966133454,
"time": 0.003270125389099121,
"time_std": 0.00034667234207447824
},
{
"dataset": "led-display",
"samples": 1000,
"features": 7,
"classes": 10,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 47.16,
"leaves": 24.08,
"depth": 17.76,
"score": 0.7018572552499925,
"score_std": 0.029683805445317908,
"time": 0.22219440460205078,
"time_std": 0.011919055718360761
},
{
"dataset": "libras",
"samples": 360,
"features": 90,
"classes": 15,
"hyperparameters": {
"C": 0.08,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 82.28,
"leaves": 41.64,
"depth": 28.84,
"score": 0.7711420054931554,
"score_std": 0.057223856259531136,
"time": 0.8106177234649659,
"time_std": 0.08064780476363033
},
{
"dataset": "low-res-spect",
"samples": 531,
"features": 100,
"classes": 9,
"hyperparameters": {
"C": 0.05,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 27.4,
"leaves": 14.2,
"depth": 10.74,
"score": 0.5878643195705683,
"score_std": 0.11532439653226878,
"time": 0.44413716793060304,
"time_std": 0.04139125903491149
},
{
"dataset": "lymphography",
"samples": 148,
"features": 18,
"classes": 4,
"hyperparameters": {
"C": 0.05,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 9.04,
"leaves": 5.02,
"depth": 4.48,
"score": 0.7227982823995015,
"score_std": 0.15473422192194813,
"time": 0.005055270195007324,
"time_std": 0.0007117049016350178
},
{
"dataset": "mammographic",
"samples": 961,
"features": 5,
"classes": 2,
"hyperparameters": {
"kernel": "rbf",
"multiclass_strategy": "ovr"
},
"nodes": 3.16,
"leaves": 2.08,
"depth": 2.08,
"score": 0.8247444860494174,
"score_std": 0.022979240237544687,
"time": 0.04463985919952393,
"time_std": 0.0027914722136058146
},
{
"dataset": "molec-biol-promoter",
"samples": 106,
"features": 57,
"classes": 2,
"hyperparameters": {
"kernel": "rbf",
"multiclass_strategy": "ovr"
},
"nodes": 3.0,
"leaves": 2.0,
"depth": 2.0,
"score": 0.82350806168162,
"score_std": 0.09623635666849308,
"time": 0.0020882320404052735,
"time_std": 0.00013143885824786869
},
{
"dataset": "musk-1",
"samples": 476,
"features": 166,
"classes": 2,
"hyperparameters": {
"C": 0.05,
"gamma": 0.1,
"kernel": "poly",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 3.0,
"leaves": 2.0,
"depth": 2.0,
"score": 0.9153182016916332,
"score_std": 0.027945038775657752,
"time": 0.01169428825378418,
"time_std": 0.00036062672543310813
},
{
"dataset": "oocytes_merluccius_nucleus_4d",
"samples": 1022,
"features": 41,
"classes": 2,
"hyperparameters": {
"C": 8.25,
"gamma": 0.1,
"kernel": "poly",
"multiclass_strategy": "ovr"
},
"nodes": 10.52,
"leaves": 5.76,
"depth": 4.42,
"score": 0.8106193292244438,
"score_std": 0.02747652563281051,
"time": 0.2099863624572754,
"time_std": 0.02681856423891239
},
{
"dataset": "oocytes_merluccius_states_2f",
"samples": 1022,
"features": 25,
"classes": 3,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 18.04,
"leaves": 9.52,
"depth": 5.3,
"score": 0.8861286794653737,
"score_std": 0.039662040396404995,
"time": 0.17977952480316162,
"time_std": 0.029047522384746376
},
{
"dataset": "oocytes_trisopterus_nucleus_2f",
"samples": 912,
"features": 25,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 29.88,
"leaves": 15.44,
"depth": 7.38,
"score": 0.7915315555835422,
"score_std": 0.022454024641884448,
"time": 0.7143857479095459,
"time_std": 0.2081569873426889
},
{
"dataset": "oocytes_trisopterus_states_5b",
"samples": 912,
"features": 32,
"classes": 3,
"hyperparameters": {
"C": 0.11,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 7.44,
"leaves": 4.22,
"depth": 3.6,
"score": 0.8202440139085921,
"score_std": 0.12003407413150388,
"time": 0.050718889236450196,
"time_std": 0.007799895320043381
},
{
"dataset": "parkinsons",
"samples": 195,
"features": 22,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 8.48,
"leaves": 4.74,
"depth": 3.76,
"score": 0.8215955865945646,
"score_std": 0.07457986018099877,
"time": 0.007639551162719726,
"time_std": 0.0017077922055495928
},
{
"dataset": "pima",
"samples": 768,
"features": 8,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 17.4,
"leaves": 9.2,
"depth": 5.66,
"score": 0.7272230311008551,
"score_std": 0.03409303507915884,
"time": 0.074950852394104,
"time_std": 0.021298141267058066
},
{
"dataset": "pittsburg-bridges-MATERIAL",
"samples": 106,
"features": 7,
"classes": 3,
"hyperparameters": {
"C": 7,
"gamma": 0.1,
"kernel": "rbf",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 5.16,
"leaves": 3.08,
"depth": 3.02,
"score": 0.6476004301737219,
"score_std": 0.15758593896829767,
"time": 0.00327517032623291,
"time_std": 0.000351472035498964
},
{
"dataset": "pittsburg-bridges-REL-L",
"samples": 103,
"features": 7,
"classes": 3,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 16.32,
"leaves": 8.66,
"depth": 5.96,
"score": 0.5198369045474532,
"score_std": 0.12211614617549965,
"time": 0.013010811805725098,
"time_std": 0.0031181273424486415
},
{
"dataset": "pittsburg-bridges-SPAN",
"samples": 92,
"features": 7,
"classes": 3,
"hyperparameters": {
"C": 0.05,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 9.84,
"leaves": 5.42,
"depth": 4.58,
"score": 0.5981380692773761,
"score_std": 0.1452563718087535,
"time": 0.004788885116577149,
"time_std": 0.0014775133390468522
},
{
"dataset": "pittsburg-bridges-T-OR-D",
"samples": 102,
"features": 7,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 4.56,
"leaves": 2.78,
"depth": 2.68,
"score": 0.6055548448944772,
"score_std": 0.14942448737838063,
"time": 0.0027936697006225586,
"time_std": 0.0005436205172728916
},
{
"dataset": "planning",
"samples": 182,
"features": 12,
"classes": 2,
"hyperparameters": {
"C": 7,
"gamma": 10.0,
"kernel": "rbf",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 3.0,
"leaves": 2.0,
"depth": 2.0,
"score": 0.4835166429508621,
"score_std": 0.06036471739881151,
"time": 0.003116731643676758,
"time_std": 0.00010394872042680472
},
{
"dataset": "post-operative",
"samples": 90,
"features": 8,
"classes": 3,
"hyperparameters": {
"C": 55,
"degree": 5,
"gamma": 0.1,
"kernel": "poly",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 2.64,
"leaves": 1.82,
"depth": 1.82,
"score": 0.36408227447449126,
"score_std": 0.06884481933819249,
"time": 0.0020293092727661135,
"time_std": 0.0005331575016395394
},
{
"dataset": "seeds",
"samples": 210,
"features": 7,
"classes": 3,
"hyperparameters": {
"C": 10000.0,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 9.88,
"leaves": 5.44,
"depth": 4.44,
"score": 0.9517615331226924,
"score_std": 0.02835421192103882,
"time": 0.020142979621887207,
"time_std": 0.005381003054784014
},
{
"dataset": "statlog-australian-credit",
"samples": 690,
"features": 14,
"classes": 2,
"hyperparameters": {
"C": 0.05,
"max_features": "auto",
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 2.32,
"leaves": 1.66,
"depth": 1.66,
"score": 0.403715381627813,
"score_std": 0.013987937973945137,
"time": 0.013035531044006348,
"time_std": 0.007707417508999695
},
{
"dataset": "statlog-german-credit",
"samples": 1000,
"features": 24,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 21.24,
"leaves": 11.12,
"depth": 6.18,
"score": 0.6814377248474089,
"score_std": 0.035866070595778524,
"time": 0.28920444488525393,
"time_std": 0.06421553978522695
},
{
"dataset": "statlog-heart",
"samples": 270,
"features": 13,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 14.56,
"leaves": 7.78,
"depth": 5.0,
"score": 0.8169464663772505,
"score_std": 0.04386867289146406,
"time": 0.013508954048156739,
"time_std": 0.0030149651520377596
},
{
"dataset": "statlog-image",
"samples": 2310,
"features": 18,
"classes": 7,
"hyperparameters": {
"C": 7,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 36.92,
"leaves": 18.96,
"depth": 10.8,
"score": 0.9562317002105086,
"score_std": 0.009019956789370743,
"time": 4.32032947063446,
"time_std": 0.19694090345687484
},
{
"dataset": "statlog-vehicle",
"samples": 846,
"features": 18,
"classes": 4,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 23.88,
"leaves": 12.44,
"depth": 7.06,
"score": 0.7887902223394495,
"score_std": 0.04535448854380273,
"time": 0.2794079923629761,
"time_std": 0.039019558050401394
},
{
"dataset": "synthetic-control",
"samples": 600,
"features": 60,
"classes": 6,
"hyperparameters": {
"C": 0.55,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 12.48,
"leaves": 6.74,
"depth": 6.5,
"score": 0.9493815784841081,
"score_std": 0.023850330828404633,
"time": 0.196754469871521,
"time_std": 0.03995437120481443
},
{
"dataset": "tic-tac-toe",
"samples": 958,
"features": 9,
"classes": 2,
"hyperparameters": {
"C": 0.2,
"gamma": 0.1,
"kernel": "poly",
"max_iter": 10000.0,
"multiclass_strategy": "ovr"
},
"nodes": 3.0,
"leaves": 2.0,
"depth": 2.0,
"score": 0.9825563556199909,
"score_std": 0.009455902931936657,
"time": 0.012684950828552246,
"time_std": 0.00044277250435491967
},
{
"dataset": "vertebral-column-2clases",
"samples": 310,
"features": 6,
"classes": 2,
"hyperparameters": {
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 6.04,
"leaves": 3.52,
"depth": 3.34,
"score": 0.8291055027741718,
"score_std": 0.04591215433461673,
"time": 0.00547478199005127,
"time_std": 0.0007918425403874435
},
{
"dataset": "wine",
"samples": 178,
"features": 13,
"classes": 3,
"hyperparameters": {
"C": 0.55,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 5.0,
"leaves": 3.0,
"depth": 3.0,
"score": 0.9787069936438171,
"score_std": 0.02306005703869676,
"time": 0.001786518096923828,
"time_std": 4.973214969425275e-05
},
{
"dataset": "zoo",
"samples": 101,
"features": 16,
"classes": 7,
"hyperparameters": {
"C": 0.1,
"max_iter": 10000.0,
"kernel": "liblinear",
"multiclass_strategy": "ovr"
},
"nodes": 13.04,
"leaves": 7.02,
"depth": 7.02,
"score": 0.8818845049130764,
"score_std": 0.12545694845427785,
"time": 0.00506795883178711,
"time_std": 0.00013318679978242853
}
],
"title": "default",
"version": "1.2.3"
}