mirror of
https://github.com/Doctorado-ML/benchmark.git
synced 2025-08-15 23:45:54 +00:00
712 lines
21 KiB
JSON
712 lines
21 KiB
JSON
{
|
|
"score_name": "accuracy",
|
|
"model": "STree",
|
|
"version": "1.2.3",
|
|
"stratified": false,
|
|
"folds": 5,
|
|
"date": "2021-12-17",
|
|
"time": "22:35:14",
|
|
"duration": 167.3199942111969,
|
|
"seeds": [
|
|
57,
|
|
31,
|
|
1714,
|
|
17,
|
|
23,
|
|
79,
|
|
83,
|
|
97,
|
|
7,
|
|
1
|
|
],
|
|
"platform": "Galgo",
|
|
"results": [
|
|
{
|
|
"dataset": "balance-scale",
|
|
"samples": 625,
|
|
"features": 4,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 17.32,
|
|
"leaves": 9.16,
|
|
"depth": 6.14,
|
|
"score": 0.9078400000000001,
|
|
"score_std": 0.02479948386559688,
|
|
"time": 0.03068922519683838,
|
|
"time_std": 0.0062246677198393024
|
|
},
|
|
{
|
|
"dataset": "balloons",
|
|
"samples": 16,
|
|
"features": 4,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 4.64,
|
|
"leaves": 2.82,
|
|
"depth": 2.66,
|
|
"score": 0.6633333333333333,
|
|
"score_std": 0.30090603922893344,
|
|
"time": 0.003381171226501465,
|
|
"time_std": 0.0006769908221542454
|
|
},
|
|
{
|
|
"dataset": "breast-cancer-wisc-diag",
|
|
"samples": 569,
|
|
"features": 30,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 4.4,
|
|
"leaves": 2.7,
|
|
"depth": 2.62,
|
|
"score": 0.9727573358174196,
|
|
"score_std": 0.016875593067372786,
|
|
"time": 0.011190280914306641,
|
|
"time_std": 0.0014574317894424451
|
|
},
|
|
{
|
|
"dataset": "breast-cancer-wisc-prog",
|
|
"samples": 198,
|
|
"features": 33,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 6.0,
|
|
"leaves": 3.5,
|
|
"depth": 3.34,
|
|
"score": 0.8085512820512819,
|
|
"score_std": 0.06662074478543409,
|
|
"time": 0.025253610610961916,
|
|
"time_std": 0.009881697974491833
|
|
},
|
|
{
|
|
"dataset": "breast-cancer-wisc",
|
|
"samples": 699,
|
|
"features": 9,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 5.68,
|
|
"leaves": 3.34,
|
|
"depth": 3.28,
|
|
"score": 0.9663782117163412,
|
|
"score_std": 0.012739116656968377,
|
|
"time": 0.012778601646423339,
|
|
"time_std": 0.0035244254071944005
|
|
},
|
|
{
|
|
"dataset": "breast-cancer",
|
|
"samples": 286,
|
|
"features": 9,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 12.0,
|
|
"leaves": 6.5,
|
|
"depth": 4.74,
|
|
"score": 0.7202964307320024,
|
|
"score_std": 0.04784497997352227,
|
|
"time": 0.015933160781860353,
|
|
"time_std": 0.003896326566371572
|
|
},
|
|
{
|
|
"dataset": "cardiotocography-10clases",
|
|
"samples": 2126,
|
|
"features": 21,
|
|
"classes": 10,
|
|
"hyperparameters": {},
|
|
"nodes": 87.68,
|
|
"leaves": 44.34,
|
|
"depth": 9.96,
|
|
"score": 0.8094129798398231,
|
|
"score_std": 0.023346080031830214,
|
|
"time": 0.7251793670654297,
|
|
"time_std": 0.06572682855574086
|
|
},
|
|
{
|
|
"dataset": "cardiotocography-3clases",
|
|
"samples": 2126,
|
|
"features": 21,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 21.28,
|
|
"leaves": 11.14,
|
|
"depth": 6.02,
|
|
"score": 0.904047500690417,
|
|
"score_std": 0.015332156149647586,
|
|
"time": 0.27865076065063477,
|
|
"time_std": 0.03495332135186802
|
|
},
|
|
{
|
|
"dataset": "conn-bench-sonar-mines-rocks",
|
|
"samples": 208,
|
|
"features": 60,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 7.04,
|
|
"leaves": 4.02,
|
|
"depth": 3.02,
|
|
"score": 0.7623925667828106,
|
|
"score_std": 0.06925411402765291,
|
|
"time": 0.013378863334655761,
|
|
"time_std": 0.003008348500549457
|
|
},
|
|
{
|
|
"dataset": "cylinder-bands",
|
|
"samples": 512,
|
|
"features": 35,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 14.84,
|
|
"leaves": 7.92,
|
|
"depth": 6.14,
|
|
"score": 0.717371026080335,
|
|
"score_std": 0.04276529273963583,
|
|
"time": 0.1584124422073364,
|
|
"time_std": 0.06066260057169348
|
|
},
|
|
{
|
|
"dataset": "dermatology",
|
|
"samples": 366,
|
|
"features": 34,
|
|
"classes": 6,
|
|
"hyperparameters": {},
|
|
"nodes": 19.8,
|
|
"leaves": 10.4,
|
|
"depth": 6.38,
|
|
"score": 0.957904479822288,
|
|
"score_std": 0.02475767190274419,
|
|
"time": 0.02480452537536621,
|
|
"time_std": 0.00199777233487713
|
|
},
|
|
{
|
|
"dataset": "echocardiogram",
|
|
"samples": 131,
|
|
"features": 10,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 3.64,
|
|
"leaves": 2.32,
|
|
"depth": 2.26,
|
|
"score": 0.8406267806267804,
|
|
"score_std": 0.07093138310997177,
|
|
"time": 0.0056181192398071286,
|
|
"time_std": 0.0019780359022160375
|
|
},
|
|
{
|
|
"dataset": "fertility",
|
|
"samples": 100,
|
|
"features": 9,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 1.12,
|
|
"leaves": 1.06,
|
|
"depth": 1.06,
|
|
"score": 0.879,
|
|
"score_std": 0.05575840743780258,
|
|
"time": 0.002348904609680176,
|
|
"time_std": 0.000673671661598149
|
|
},
|
|
{
|
|
"dataset": "haberman-survival",
|
|
"samples": 306,
|
|
"features": 3,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 4.64,
|
|
"leaves": 2.82,
|
|
"depth": 2.36,
|
|
"score": 0.7275092543627711,
|
|
"score_std": 0.0473687064891389,
|
|
"time": 0.010114274024963378,
|
|
"time_std": 0.005218032360383038
|
|
},
|
|
{
|
|
"dataset": "heart-hungarian",
|
|
"samples": 294,
|
|
"features": 12,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 8.48,
|
|
"leaves": 4.74,
|
|
"depth": 3.72,
|
|
"score": 0.813594389246055,
|
|
"score_std": 0.046539886439772735,
|
|
"time": 0.015751843452453614,
|
|
"time_std": 0.004096800783600409
|
|
},
|
|
{
|
|
"dataset": "hepatitis",
|
|
"samples": 155,
|
|
"features": 19,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 12.6,
|
|
"leaves": 6.8,
|
|
"depth": 4.9,
|
|
"score": 0.7825806451612902,
|
|
"score_std": 0.07949109728357331,
|
|
"time": 0.012100114822387695,
|
|
"time_std": 0.0026647439030496197
|
|
},
|
|
{
|
|
"dataset": "ilpd-indian-liver",
|
|
"samples": 583,
|
|
"features": 9,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 1.04,
|
|
"leaves": 1.02,
|
|
"depth": 1.02,
|
|
"score": 0.7133952254641912,
|
|
"score_std": 0.03827755623741007,
|
|
"time": 0.0128914213180542,
|
|
"time_std": 0.0028444924295086193
|
|
},
|
|
{
|
|
"dataset": "ionosphere",
|
|
"samples": 351,
|
|
"features": 33,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 7.88,
|
|
"leaves": 4.44,
|
|
"depth": 4.06,
|
|
"score": 0.8960080482897385,
|
|
"score_std": 0.03947826323457726,
|
|
"time": 0.02080273151397705,
|
|
"time_std": 0.003706617727061559
|
|
},
|
|
{
|
|
"dataset": "iris",
|
|
"samples": 150,
|
|
"features": 4,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 5.0,
|
|
"leaves": 3.0,
|
|
"depth": 3.0,
|
|
"score": 0.966,
|
|
"score_std": 0.032991581417756315,
|
|
"time": 0.006062030792236328,
|
|
"time_std": 0.0006555806624991638
|
|
},
|
|
{
|
|
"dataset": "led-display",
|
|
"samples": 1000,
|
|
"features": 7,
|
|
"classes": 10,
|
|
"hyperparameters": {},
|
|
"nodes": 46.16,
|
|
"leaves": 23.58,
|
|
"depth": 7.68,
|
|
"score": 0.7012999999999999,
|
|
"score_std": 0.03009667755749792,
|
|
"time": 0.16477922916412355,
|
|
"time_std": 0.008847157143938841
|
|
},
|
|
{
|
|
"dataset": "libras",
|
|
"samples": 360,
|
|
"features": 90,
|
|
"classes": 15,
|
|
"hyperparameters": {},
|
|
"nodes": 100.72,
|
|
"leaves": 50.86,
|
|
"depth": 10.38,
|
|
"score": 0.7772222222222223,
|
|
"score_std": 0.04810931482404947,
|
|
"time": 0.17860531330108642,
|
|
"time_std": 0.011368016307336096
|
|
},
|
|
{
|
|
"dataset": "low-res-spect",
|
|
"samples": 531,
|
|
"features": 100,
|
|
"classes": 9,
|
|
"hyperparameters": {},
|
|
"nodes": 35.36,
|
|
"leaves": 18.18,
|
|
"depth": 7.34,
|
|
"score": 0.8975365896667254,
|
|
"score_std": 0.03121679591619338,
|
|
"time": 0.06019108295440674,
|
|
"time_std": 0.005348327737155044
|
|
},
|
|
{
|
|
"dataset": "lymphography",
|
|
"samples": 148,
|
|
"features": 18,
|
|
"classes": 4,
|
|
"hyperparameters": {},
|
|
"nodes": 14.24,
|
|
"leaves": 7.62,
|
|
"depth": 5.36,
|
|
"score": 0.7957241379310345,
|
|
"score_std": 0.07662729347927222,
|
|
"time": 0.015281696319580079,
|
|
"time_std": 0.003348322419722512
|
|
},
|
|
{
|
|
"dataset": "mammographic",
|
|
"samples": 961,
|
|
"features": 5,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 3.0,
|
|
"leaves": 2.0,
|
|
"depth": 2.0,
|
|
"score": 0.8213433721934368,
|
|
"score_std": 0.023399701915177804,
|
|
"time": 0.029212760925292968,
|
|
"time_std": 0.0015376317760395146
|
|
},
|
|
{
|
|
"dataset": "molec-biol-promoter",
|
|
"samples": 106,
|
|
"features": 57,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 3.0,
|
|
"leaves": 2.0,
|
|
"depth": 2.0,
|
|
"score": 0.7615584415584413,
|
|
"score_std": 0.08204960513961217,
|
|
"time": 0.0032978200912475585,
|
|
"time_std": 0.00022780038437233976
|
|
},
|
|
{
|
|
"dataset": "musk-1",
|
|
"samples": 476,
|
|
"features": 166,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 7.0,
|
|
"leaves": 4.0,
|
|
"depth": 3.0,
|
|
"score": 0.8457960526315789,
|
|
"score_std": 0.031032047038596463,
|
|
"time": 0.0735762357711792,
|
|
"time_std": 0.015083441002826183
|
|
},
|
|
{
|
|
"dataset": "oocytes_merluccius_nucleus_4d",
|
|
"samples": 1022,
|
|
"features": 41,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 6.84,
|
|
"leaves": 3.92,
|
|
"depth": 3.74,
|
|
"score": 0.7993089430894308,
|
|
"score_std": 0.022476725091507496,
|
|
"time": 0.17251478672027587,
|
|
"time_std": 0.013144582064460649
|
|
},
|
|
{
|
|
"dataset": "oocytes_merluccius_states_2f",
|
|
"samples": 1022,
|
|
"features": 25,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 9.64,
|
|
"leaves": 5.32,
|
|
"depth": 4.28,
|
|
"score": 0.9179062649450025,
|
|
"score_std": 0.016316580296653664,
|
|
"time": 0.09236894607543945,
|
|
"time_std": 0.018795740057709003
|
|
},
|
|
{
|
|
"dataset": "oocytes_trisopterus_nucleus_2f",
|
|
"samples": 912,
|
|
"features": 25,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 5.96,
|
|
"leaves": 3.48,
|
|
"depth": 3.42,
|
|
"score": 0.7960457575211671,
|
|
"score_std": 0.023254656028082576,
|
|
"time": 0.15506598472595215,
|
|
"time_std": 0.02039675601520494
|
|
},
|
|
{
|
|
"dataset": "oocytes_trisopterus_states_5b",
|
|
"samples": 912,
|
|
"features": 32,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 6.2,
|
|
"leaves": 3.6,
|
|
"depth": 3.42,
|
|
"score": 0.9213697231730019,
|
|
"score_std": 0.019351576512508167,
|
|
"time": 0.08262386798858642,
|
|
"time_std": 0.01777937587444576
|
|
},
|
|
{
|
|
"dataset": "parkinsons",
|
|
"samples": 195,
|
|
"features": 22,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 5.2,
|
|
"leaves": 3.1,
|
|
"depth": 2.98,
|
|
"score": 0.8646153846153846,
|
|
"score_std": 0.04135763108442249,
|
|
"time": 0.012472138404846192,
|
|
"time_std": 0.005680421383733115
|
|
},
|
|
{
|
|
"dataset": "pima",
|
|
"samples": 768,
|
|
"features": 8,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 3.0,
|
|
"leaves": 2.0,
|
|
"depth": 2.0,
|
|
"score": 0.7692530345471521,
|
|
"score_std": 0.02618732989053553,
|
|
"time": 0.03084615707397461,
|
|
"time_std": 0.0031723588063406385
|
|
},
|
|
{
|
|
"dataset": "pittsburg-bridges-MATERIAL",
|
|
"samples": 106,
|
|
"features": 7,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 7.76,
|
|
"leaves": 4.38,
|
|
"depth": 3.76,
|
|
"score": 0.814025974025974,
|
|
"score_std": 0.06878737477986441,
|
|
"time": 0.009374623298645019,
|
|
"time_std": 0.0020553230669190163
|
|
},
|
|
{
|
|
"dataset": "pittsburg-bridges-REL-L",
|
|
"samples": 103,
|
|
"features": 7,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 10.76,
|
|
"leaves": 5.88,
|
|
"depth": 4.44,
|
|
"score": 0.6645714285714286,
|
|
"score_std": 0.10801301676827298,
|
|
"time": 0.012280912399291992,
|
|
"time_std": 0.004199003652737615
|
|
},
|
|
{
|
|
"dataset": "pittsburg-bridges-SPAN",
|
|
"samples": 92,
|
|
"features": 7,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 11.16,
|
|
"leaves": 6.08,
|
|
"depth": 4.36,
|
|
"score": 0.6571929824561404,
|
|
"score_std": 0.10601027907158274,
|
|
"time": 0.013469161987304688,
|
|
"time_std": 0.0029342484631631263
|
|
},
|
|
{
|
|
"dataset": "pittsburg-bridges-T-OR-D",
|
|
"samples": 102,
|
|
"features": 7,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 3.8,
|
|
"leaves": 2.4,
|
|
"depth": 2.4,
|
|
"score": 0.8625714285714287,
|
|
"score_std": 0.07532851709365015,
|
|
"time": 0.004542536735534668,
|
|
"time_std": 0.0008328591921172229
|
|
},
|
|
{
|
|
"dataset": "planning",
|
|
"samples": 182,
|
|
"features": 12,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 1.04,
|
|
"leaves": 1.02,
|
|
"depth": 1.02,
|
|
"score": 0.7143693693693695,
|
|
"score_std": 0.0715459100205182,
|
|
"time": 0.031743135452270504,
|
|
"time_std": 0.015242036087455675
|
|
},
|
|
{
|
|
"dataset": "post-operative",
|
|
"samples": 90,
|
|
"features": 8,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 3.72,
|
|
"leaves": 2.36,
|
|
"depth": 2.3,
|
|
"score": 0.6933333333333331,
|
|
"score_std": 0.08695110020672822,
|
|
"time": 0.004838838577270508,
|
|
"time_std": 0.001561332064909675
|
|
},
|
|
{
|
|
"dataset": "seeds",
|
|
"samples": 210,
|
|
"features": 7,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 6.28,
|
|
"leaves": 3.64,
|
|
"depth": 3.38,
|
|
"score": 0.9395238095238096,
|
|
"score_std": 0.036950049018221603,
|
|
"time": 0.009276423454284668,
|
|
"time_std": 0.001075629254980816
|
|
},
|
|
{
|
|
"dataset": "statlog-australian-credit",
|
|
"samples": 690,
|
|
"features": 14,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 1.0,
|
|
"leaves": 1.0,
|
|
"depth": 1.0,
|
|
"score": 0.6782608695652174,
|
|
"score_std": 0.03904983647915211,
|
|
"time": 0.019039106369018555,
|
|
"time_std": 0.0005121185659494859
|
|
},
|
|
{
|
|
"dataset": "statlog-german-credit",
|
|
"samples": 1000,
|
|
"features": 24,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 6.04,
|
|
"leaves": 3.52,
|
|
"depth": 3.36,
|
|
"score": 0.7644,
|
|
"score_std": 0.028803472012936236,
|
|
"time": 0.11901968002319335,
|
|
"time_std": 0.017084663501734078
|
|
},
|
|
{
|
|
"dataset": "statlog-heart",
|
|
"samples": 270,
|
|
"features": 13,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 5.52,
|
|
"leaves": 3.26,
|
|
"depth": 3.06,
|
|
"score": 0.8218518518518519,
|
|
"score_std": 0.041390442426722567,
|
|
"time": 0.0136085844039917,
|
|
"time_std": 0.005243974148111335
|
|
},
|
|
{
|
|
"dataset": "statlog-image",
|
|
"samples": 2310,
|
|
"features": 18,
|
|
"classes": 7,
|
|
"hyperparameters": {},
|
|
"nodes": 25.2,
|
|
"leaves": 13.1,
|
|
"depth": 7.16,
|
|
"score": 0.9551515151515152,
|
|
"score_std": 0.008647612806361048,
|
|
"time": 0.20425498962402344,
|
|
"time_std": 0.012787362160062161
|
|
},
|
|
{
|
|
"dataset": "statlog-vehicle",
|
|
"samples": 846,
|
|
"features": 18,
|
|
"classes": 4,
|
|
"hyperparameters": {},
|
|
"nodes": 20.24,
|
|
"leaves": 10.62,
|
|
"depth": 5.64,
|
|
"score": 0.7528708666898712,
|
|
"score_std": 0.05136191833168452,
|
|
"time": 0.10588062763214111,
|
|
"time_std": 0.024977318233013013
|
|
},
|
|
{
|
|
"dataset": "synthetic-control",
|
|
"samples": 600,
|
|
"features": 60,
|
|
"classes": 6,
|
|
"hyperparameters": {},
|
|
"nodes": 15.16,
|
|
"leaves": 8.08,
|
|
"depth": 5.42,
|
|
"score": 0.9833333333333334,
|
|
"score_std": 0.01092906420717001,
|
|
"time": 0.0374076509475708,
|
|
"time_std": 0.0027575719874697747
|
|
},
|
|
{
|
|
"dataset": "tic-tac-toe",
|
|
"samples": 958,
|
|
"features": 9,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 3.0,
|
|
"leaves": 2.0,
|
|
"depth": 2.0,
|
|
"score": 0.983296247818499,
|
|
"score_std": 0.008356787795559038,
|
|
"time": 0.02022099494934082,
|
|
"time_std": 0.0004869545131044264
|
|
},
|
|
{
|
|
"dataset": "vertebral-column-2clases",
|
|
"samples": 310,
|
|
"features": 6,
|
|
"classes": 2,
|
|
"hyperparameters": {},
|
|
"nodes": 3.24,
|
|
"leaves": 2.12,
|
|
"depth": 2.12,
|
|
"score": 0.8470967741935482,
|
|
"score_std": 0.03927543549735335,
|
|
"time": 0.008460254669189453,
|
|
"time_std": 0.0012492389744536833
|
|
},
|
|
{
|
|
"dataset": "wine",
|
|
"samples": 178,
|
|
"features": 13,
|
|
"classes": 3,
|
|
"hyperparameters": {},
|
|
"nodes": 5.8,
|
|
"leaves": 3.4,
|
|
"depth": 3.0,
|
|
"score": 0.9634603174603176,
|
|
"score_std": 0.025323286387420377,
|
|
"time": 0.004844212532043457,
|
|
"time_std": 0.0006217135192481373
|
|
},
|
|
{
|
|
"dataset": "zoo",
|
|
"samples": 101,
|
|
"features": 16,
|
|
"classes": 7,
|
|
"hyperparameters": {},
|
|
"nodes": 13.64,
|
|
"leaves": 7.32,
|
|
"depth": 6.98,
|
|
"score": 0.9564761904761905,
|
|
"score_std": 0.04626660393259681,
|
|
"time": 0.014081511497497558,
|
|
"time_std": 0.0010633609678953743
|
|
}
|
|
],
|
|
"title": "default"
|
|
} |