data/validity.csv

noise,method,validity,validity_budget_0,validity_budget_1,validity_budget_2,validity_budget_3,validity_budget_4
0.5,F-Test,0.9217,0.9713,0.9539,0.9428,0.9096,0.8309
0.5,GainRatio,0.908,0.9616,0.9536,0.9343,0.895,0.7955
0.5,MI,0.8793,0.9403,0.92,0.9005,0.8558,0.78
0.5,LaplacianScore,0.8751,0.8784,0.9064,0.8996,0.8711,0.82
0.5,ElasticNet,0.852,0.9401,0.9166,0.8715,0.804,0.7278
0.5,Lasso,0.8371,0.9158,0.906,0.8462,0.7931,0.7245
0.5,(R)ReliefF,0.8361,0.9159,0.8688,0.8455,0.803,0.7474
0.5,SFS,0.7832,0.895,0.8123,0.7714,0.7335,0.7038
0.5,RFImportance,0.7674,0.8681,0.8127,0.7768,0.7206,0.6588
0.5,mRMR,0.7504,0.8335,0.7808,0.7459,0.7122,0.6795
0.5,LOCO,0.7311,0.7743,0.7391,0.7334,0.7133,0.6955
0.5,SBE,0.7271,0.7896,0.7249,0.7189,0.7144,0.6877
0.5,CART,0.7067,0.777,0.7378,0.6974,0.6688,0.6522
0.5,Random,0.6749,0.6817,0.6588,0.6781,0.6799,0.6762
0.5,MarkovBlanket,0.6243,0.6038,0.6032,0.6229,0.6445,0.6471
0.75,F-Test,0.8841,0.9583,0.9437,0.9225,0.8429,0.7531
0.75,GainRatio,0.866,0.957,0.9376,0.9016,0.8115,0.7226
0.75,LaplacianScore,0.8363,0.8772,0.8879,0.8573,0.8086,0.7507
0.75,MI,0.832,0.9218,0.8912,0.8619,0.7867,0.6985
0.75,ElasticNet,0.8033,0.9353,0.8819,0.8235,0.7344,0.6415
0.75,Lasso,0.7759,0.9065,0.8352,0.7851,0.712,0.6408
0.75,(R)ReliefF,0.7752,0.874,0.8223,0.7948,0.7242,0.6606
0.75,RFImportance,0.7155,0.829,0.7797,0.7368,0.6578,0.5741
0.75,SFS,0.703,0.8071,0.7599,0.6996,0.6452,0.6032
0.75,mRMR,0.6992,0.8119,0.7509,0.6957,0.6426,0.5951
0.75,CART,0.6483,0.7832,0.6743,0.6349,0.5898,0.5593
0.75,LOCO,0.64,0.6927,0.6586,0.6416,0.6158,0.5913
0.75,SBE,0.636,0.6665,0.6799,0.634,0.6089,0.5909
0.75,Random,0.5868,0.5798,0.6112,0.5745,0.593,0.5756
0.75,MarkovBlanket,0.5353,0.5461,0.5382,0.5284,0.5374,0.5262
1.0,F-Test,0.8463,0.9519,0.9317,0.8786,0.7808,0.6886
1.0,GainRatio,0.8246,0.942,0.915,0.8558,0.751,0.659
1.0,LaplacianScore,0.7968,0.8474,0.8501,0.8271,0.7582,0.7013
1.0,MI,0.7853,0.898,0.863,0.8154,0.7228,0.6271
1.0,ElasticNet,0.7595,0.9146,0.8734,0.7768,0.6648,0.5679
1.0,(R)ReliefF,0.7396,0.873,0.8077,0.7567,0.6667,0.5939
1.0,Lasso,0.7303,0.8896,0.8253,0.7304,0.6433,0.5628
1.0,RFImportance,0.6687,0.805,0.7411,0.6905,0.5998,0.5071
1.0,mRMR,0.6547,0.7793,0.7118,0.6599,0.5926,0.5298
1.0,SFS,0.6266,0.7497,0.6641,0.6269,0.5675,0.5247
1.0,CART,0.586,0.7307,0.6381,0.5721,0.5074,0.4818
1.0,LOCO,0.5834,0.6652,0.6133,0.5749,0.5435,0.52
1.0,SBE,0.5605,0.6213,0.5784,0.5556,0.5301,0.517
1.0,Random,0.4998,0.4925,0.4991,0.5133,0.4939,0.5002
1.0,MarkovBlanket,0.463,0.4653,0.4672,0.4469,0.4727,0.4629