Files
benchmark/results/results_accuracy_STree_macbook-pro_2021-11-01_18:56:42_0.json

859 lines
26 KiB
JSON

{
"score_name": "accuracy",
"model": "STree",
"stratified": false,
"folds": 5,
"date": "2021-11-01",
"time": "18:56:42",
"duration": 875.7307510375977,
"seeds": [
57,
31,
1714,
17,
23,
79,
83,
97,
7,
1
],
"platform": "macbook-pro",
"results": [
{
"dataset": "balance-scale",
"samples": 625,
"features": 4,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 29.36,
"leaves": 15.18,
"depth": 7.04,
"score": 0.8446400000000002,
"score_std": 0.03509402228300427,
"time": 0.314741530418396,
"time_std": 0.04994305884645663
},
{
"dataset": "balloons",
"samples": 16,
"features": 4,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 5.52,
"leaves": 3.26,
"depth": 3.14,
"score": 0.7833333333333331,
"score_std": 0.2713136766016618,
"time": 0.023671793937683105,
"time_std": 0.009509581127623967
},
{
"dataset": "breast-cancer-wisc-diag",
"samples": 569,
"features": 30,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 6.52,
"leaves": 3.76,
"depth": 3.36,
"score": 0.9506148113646948,
"score_std": 0.016760290481343566,
"time": 0.09348361015319824,
"time_std": 0.02350216147748286
},
{
"dataset": "breast-cancer-wisc-prog",
"samples": 198,
"features": 33,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 1.36,
"leaves": 1.18,
"depth": 1.18,
"score": 0.7631923076923076,
"score_std": 0.06880246070894211,
"time": 0.020339741706848144,
"time_std": 0.006223537067493386
},
{
"dataset": "breast-cancer-wisc",
"samples": 699,
"features": 9,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 7.0,
"leaves": 4.0,
"depth": 3.84,
"score": 0.9599434737923948,
"score_std": 0.01787003608568562,
"time": 0.07650461196899414,
"time_std": 0.012177339981569795
},
{
"dataset": "breast-cancer",
"samples": 286,
"features": 9,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 13.44,
"leaves": 7.22,
"depth": 5.02,
"score": 0.7139927404718692,
"score_std": 0.04953025578398108,
"time": 0.0996292781829834,
"time_std": 0.03934279027492589
},
{
"dataset": "cardiotocography-10clases",
"samples": 2126,
"features": 21,
"classes": 10,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 223.08,
"leaves": 112.04,
"depth": 23.42,
"score": 0.7907325048329191,
"score_std": 0.02381315649896072,
"time": 4.4113147163391115,
"time_std": 0.5604352896178181
},
{
"dataset": "cardiotocography-3clases",
"samples": 2126,
"features": 21,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 48.8,
"leaves": 24.9,
"depth": 8.9,
"score": 0.8832561170947253,
"score_std": 0.02049585132750282,
"time": 1.4532382774353028,
"time_std": 0.18659144133947597
},
{
"dataset": "conn-bench-sonar-mines-rocks",
"samples": 208,
"features": 60,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 15.64,
"leaves": 8.32,
"depth": 5.34,
"score": 0.7565853658536585,
"score_std": 0.05994250747027105,
"time": 0.10710847854614258,
"time_std": 0.03203109952610804
},
{
"dataset": "cylinder-bands",
"samples": 512,
"features": 35,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 8.84,
"leaves": 4.92,
"depth": 4.08,
"score": 0.6658195316961737,
"score_std": 0.034755366200962645,
"time": 0.1808857774734497,
"time_std": 0.06145795598797117
},
{
"dataset": "dermatology",
"samples": 366,
"features": 34,
"classes": 6,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 27.84,
"leaves": 14.42,
"depth": 8.72,
"score": 0.9497001110699742,
"score_std": 0.03281430214407123,
"time": 0.19438194751739502,
"time_std": 0.06348330991054782
},
{
"dataset": "echocardiogram",
"samples": 131,
"features": 10,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 4.2,
"leaves": 2.6,
"depth": 2.38,
"score": 0.848974358974359,
"score_std": 0.06695913759706462,
"time": 0.03557619571685791,
"time_std": 0.014875942444120821
},
{
"dataset": "fertility",
"samples": 100,
"features": 9,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 1.0,
"leaves": 1.0,
"depth": 1.0,
"score": 0.88,
"score_std": 0.0547722557505166,
"time": 0.014663228988647461,
"time_std": 0.006602378141277372
},
{
"dataset": "haberman-survival",
"samples": 306,
"features": 3,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 4.68,
"leaves": 2.84,
"depth": 2.38,
"score": 0.7261819143310418,
"score_std": 0.046974913251216534,
"time": 0.04337137699127197,
"time_std": 0.027267944835653306
},
{
"dataset": "heart-hungarian",
"samples": 294,
"features": 12,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 11.2,
"leaves": 6.1,
"depth": 4.84,
"score": 0.7935125657510228,
"score_std": 0.06090047911583156,
"time": 0.0807943058013916,
"time_std": 0.025808012860337393
},
{
"dataset": "hepatitis",
"samples": 155,
"features": 19,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 7.56,
"leaves": 4.28,
"depth": 3.84,
"score": 0.8045161290322581,
"score_std": 0.07395754892276983,
"time": 0.044456038475036624,
"time_std": 0.02455343245919017
},
{
"dataset": "ilpd-indian-liver",
"samples": 583,
"features": 9,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 1.0,
"leaves": 1.0,
"depth": 1.0,
"score": 0.7135661656351313,
"score_std": 0.038048725185040336,
"time": 0.05385188102722168,
"time_std": 0.007508551240512186
},
{
"dataset": "ionosphere",
"samples": 351,
"features": 33,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 10.44,
"leaves": 5.72,
"depth": 5.34,
"score": 0.8877102615694165,
"score_std": 0.032858364863469956,
"time": 0.1111273431777954,
"time_std": 0.017951032004031107
},
{
"dataset": "iris",
"samples": 150,
"features": 4,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 5.8,
"leaves": 3.4,
"depth": 3.4,
"score": 0.9353333333333333,
"score_std": 0.04077580982232807,
"time": 0.041378650665283206,
"time_std": 0.010997564271194984
},
{
"dataset": "led-display",
"samples": 1000,
"features": 7,
"classes": 10,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 50.32,
"leaves": 25.66,
"depth": 7.88,
"score": 0.6885999999999999,
"score_std": 0.03541242719724248,
"time": 1.0215345668792724,
"time_std": 0.10244942696253682
},
{
"dataset": "libras",
"samples": 360,
"features": 90,
"classes": 15,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 110.0,
"leaves": 55.5,
"depth": 12.9,
"score": 0.7258333333333331,
"score_std": 0.05818831179566588,
"time": 0.8742968463897705,
"time_std": 0.10383663713376776
},
{
"dataset": "low-res-spect",
"samples": 531,
"features": 100,
"classes": 9,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 41.12,
"leaves": 21.06,
"depth": 8.28,
"score": 0.8785364133309824,
"score_std": 0.034171008792067296,
"time": 0.3750376081466675,
"time_std": 0.07195133992000981
},
{
"dataset": "lymphography",
"samples": 148,
"features": 18,
"classes": 4,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 14.04,
"leaves": 7.52,
"depth": 5.3,
"score": 0.7275862068965517,
"score_std": 0.10033949505916255,
"time": 0.07700376033782959,
"time_std": 0.03269092530362884
},
{
"dataset": "mammographic",
"samples": 961,
"features": 5,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 3.12,
"leaves": 2.06,
"depth": 2.06,
"score": 0.8165479274611398,
"score_std": 0.023830462165504267,
"time": 0.16856062412261963,
"time_std": 0.031669114202454746
},
{
"dataset": "molec-biol-promoter",
"samples": 106,
"features": 57,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 14.68,
"leaves": 7.84,
"depth": 4.98,
"score": 0.7574458874458873,
"score_std": 0.09667201719120466,
"time": 0.05621824741363526,
"time_std": 0.011725448632139373
},
{
"dataset": "musk-1",
"samples": 476,
"features": 166,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 20.0,
"leaves": 10.5,
"depth": 6.3,
"score": 0.7693464912280702,
"score_std": 0.04900109333834644,
"time": 0.25002986431121826,
"time_std": 0.058533130141422925
},
{
"dataset": "oocytes_merluccius_nucleus_4d",
"samples": 1022,
"features": 41,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 5.44,
"leaves": 3.22,
"depth": 3.0,
"score": 0.7268938307030129,
"score_std": 0.04810611872256133,
"time": 0.38036141872406004,
"time_std": 0.15037901634150544
},
{
"dataset": "oocytes_merluccius_states_2f",
"samples": 1022,
"features": 25,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 19.36,
"leaves": 10.18,
"depth": 6.18,
"score": 0.8971669057867048,
"score_std": 0.019417927734307314,
"time": 0.3702027177810669,
"time_std": 0.06572377231445306
},
{
"dataset": "oocytes_trisopterus_nucleus_2f",
"samples": 912,
"features": 25,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 8.4,
"leaves": 4.7,
"depth": 3.72,
"score": 0.7191827298384676,
"score_std": 0.03845659744173081,
"time": 0.3340942478179932,
"time_std": 0.06782556491308145
},
{
"dataset": "oocytes_trisopterus_states_5b",
"samples": 912,
"features": 32,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 21.56,
"leaves": 11.28,
"depth": 7.36,
"score": 0.8612970635921455,
"score_std": 0.02785125896060016,
"time": 0.3936304092407227,
"time_std": 0.07905328411721516
},
{
"dataset": "parkinsons",
"samples": 195,
"features": 22,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 5.32,
"leaves": 3.16,
"depth": 3.08,
"score": 0.8630769230769231,
"score_std": 0.050665524745773904,
"time": 0.057764320373535155,
"time_std": 0.07100554781161118
},
{
"dataset": "pima",
"samples": 768,
"features": 8,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 3.12,
"leaves": 2.06,
"depth": 2.06,
"score": 0.7415151515151515,
"score_std": 0.039306614599336764,
"time": 0.27002142906188964,
"time_std": 0.1300086804142877
},
{
"dataset": "pittsburg-bridges-MATERIAL",
"samples": 106,
"features": 7,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 9.44,
"leaves": 5.22,
"depth": 4.36,
"score": 0.8242424242424242,
"score_std": 0.08411757810289604,
"time": 0.04842607975006104,
"time_std": 0.017714508088230232
},
{
"dataset": "pittsburg-bridges-REL-L",
"samples": 103,
"features": 7,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 17.36,
"leaves": 9.18,
"depth": 5.8,
"score": 0.6614285714285714,
"score_std": 0.09774556261712276,
"time": 0.08867889404296875,
"time_std": 0.025954847248509733
},
{
"dataset": "pittsburg-bridges-SPAN",
"samples": 92,
"features": 7,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 13.92,
"leaves": 7.46,
"depth": 5.42,
"score": 0.6186549707602339,
"score_std": 0.09087329802667218,
"time": 0.07614920616149902,
"time_std": 0.017492589780699928
},
{
"dataset": "pittsburg-bridges-T-OR-D",
"samples": 102,
"features": 7,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 1.08,
"leaves": 1.04,
"depth": 1.04,
"score": 0.8628095238095238,
"score_std": 0.0747571882042698,
"time": 0.008916330337524415,
"time_std": 0.0024633566459523024
},
{
"dataset": "planning",
"samples": 182,
"features": 12,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 1.0,
"leaves": 1.0,
"depth": 1.0,
"score": 0.7143693693693695,
"score_std": 0.0715459100205182,
"time": 0.012993903160095214,
"time_std": 0.0016962051598639395
},
{
"dataset": "post-operative",
"samples": 90,
"features": 8,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 3.08,
"leaves": 2.04,
"depth": 1.92,
"score": 0.7022222222222223,
"score_std": 0.08070675465482166,
"time": 0.017907791137695313,
"time_std": 0.01175776328139405
},
{
"dataset": "seeds",
"samples": 210,
"features": 7,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 8.4,
"leaves": 4.7,
"depth": 4.4,
"score": 0.9238095238095237,
"score_std": 0.04096345365258393,
"time": 0.05439496040344238,
"time_std": 0.013248608044724976
},
{
"dataset": "statlog-australian-credit",
"samples": 690,
"features": 14,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 1.0,
"leaves": 1.0,
"depth": 1.0,
"score": 0.6782608695652174,
"score_std": 0.03904983647915211,
"time": 0.07628304958343506,
"time_std": 0.02969729394147307
},
{
"dataset": "statlog-german-credit",
"samples": 1000,
"features": 24,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 2.68,
"leaves": 1.84,
"depth": 1.58,
"score": 0.7017000000000002,
"score_std": 0.030993709039093712,
"time": 0.16001890182495118,
"time_std": 0.0518323725011578
},
{
"dataset": "statlog-heart",
"samples": 270,
"features": 13,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 11.64,
"leaves": 6.32,
"depth": 4.72,
"score": 0.7781481481481483,
"score_std": 0.04934273072546569,
"time": 0.07587674617767334,
"time_std": 0.02828842189733183
},
{
"dataset": "statlog-image",
"samples": 2310,
"features": 18,
"classes": 7,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 56.28,
"leaves": 28.64,
"depth": 11.38,
"score": 0.9306060606060604,
"score_std": 0.02717432257251276,
"time": 2.4259570407867432,
"time_std": 0.7684775742915453
},
{
"dataset": "statlog-vehicle",
"samples": 846,
"features": 18,
"classes": 4,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 51.92,
"leaves": 26.46,
"depth": 9.68,
"score": 0.6918447615732682,
"score_std": 0.039127451692504964,
"time": 1.0927565145492553,
"time_std": 0.5006733914968643
},
{
"dataset": "synthetic-control",
"samples": 600,
"features": 60,
"classes": 6,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 44.96,
"leaves": 22.98,
"depth": 8.06,
"score": 0.9133333333333333,
"score_std": 0.024999999999999994,
"time": 0.478189435005188,
"time_std": 0.17060080703675887
},
{
"dataset": "tic-tac-toe",
"samples": 958,
"features": 9,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 13.92,
"leaves": 7.46,
"depth": 4.36,
"score": 0.7353708551483422,
"score_std": 0.07850240431125012,
"time": 0.26310469627380373,
"time_std": 0.10238483108532202
},
{
"dataset": "vertebral-column-2clases",
"samples": 310,
"features": 6,
"classes": 2,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 7.84,
"leaves": 4.42,
"depth": 3.86,
"score": 0.8293548387096773,
"score_std": 0.050294657265237214,
"time": 0.080311598777771,
"time_std": 0.02193275175153166
},
{
"dataset": "wine",
"samples": 178,
"features": 13,
"classes": 3,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 11.52,
"leaves": 6.26,
"depth": 4.5,
"score": 0.931952380952381,
"score_std": 0.04377782669748754,
"time": 0.06620390892028809,
"time_std": 0.015099186573593973
},
{
"dataset": "zoo",
"samples": 101,
"features": 16,
"classes": 7,
"hyperparameters": {
"max_features": "auto",
"splitter": "random"
},
"nodes": 18.08,
"leaves": 9.54,
"depth": 8.32,
"score": 0.9306190476190476,
"score_std": 0.06457608144494818,
"time": 0.09589512348175049,
"time_std": 0.024444045530433535
}
],
"title": "default",
"version": "1.2.3"
}