Added table to file creation (TeX + CSV)

data_result/statistics/DoG-f1.csv

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+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,None,None,None,None,None,0.393
+abalone9-18,None,None,None,None,None,0.538
+car_good,None,None,None,None,None,0.659
+car-vgood,None,None,None,None,None,0.721
+flare-F,None,None,None,None,None,0.223
+hypothyroid,None,None,None,None,None,0.703
+kddcup-guess_passwd_vs_satan,None,None,None,None,None,1.0
+kr-vs-k-three_vs_eleven,None,None,None,None,None,0.995
+kr-vs-k-zero-one_vs_draw,None,None,None,None,None,0.951
+shuttle-2_vs_5,None,None,None,None,None,0.996
+winequality-red-4,None,None,None,None,None,0.123
+yeast4,None,None,None,None,None,0.308
+yeast5,None,None,None,None,None,0.652
+yeast6,None,None,None,None,None,0.491
+Average,0.0,0.0,0.0,0.0,0.0,0.6252142857142857

data_result/statistics/DoG-kappa.csv

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+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,None,None,None,None,None,0.372
+abalone9-18,None,None,None,None,None,0.512
+car_good,None,None,None,None,None,0.646
+car-vgood,None,None,None,None,None,0.712
+flare-F,None,None,None,None,None,0.193
+hypothyroid,None,None,None,None,None,0.688
+kddcup-guess_passwd_vs_satan,None,None,None,None,None,1.0
+kr-vs-k-three_vs_eleven,None,None,None,None,None,0.995
+kr-vs-k-zero-one_vs_draw,None,None,None,None,None,0.949
+shuttle-2_vs_5,None,None,None,None,None,0.996
+winequality-red-4,None,None,None,None,None,0.073
+yeast4,None,None,None,None,None,0.271
+yeast5,None,None,None,None,None,0.639
+yeast6,None,None,None,None,None,0.475
+Average,0.0,0.0,0.0,0.0,0.0,0.6086428571428572

data_result/statistics/GB-f1.csv

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+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,0.331,0.333,0.278,0.213,0.232,0.291
+abalone9-18,0.382,0.384,0.338,0.398,0.389,0.318
+car_good,0.839,0.853,0.831,0.533,0.764,0.864
+car-vgood,0.938,0.973,0.982,0.812,0.974,0.982
+flare-F,0.285,0.133,0.183,0.326,0.166,0.181
+hypothyroid,0.781,0.788,0.808,0.748,0.809,0.8
+kddcup-guess_passwd_vs_satan,1.0,1.0,0.987,1.0,1.0,1.0
+kr-vs-k-three_vs_eleven,0.995,0.995,0.995,0.751,0.994,0.995
+kr-vs-k-zero-one_vs_draw,0.944,0.96,0.964,0.638,0.947,0.972
+shuttle-2_vs_5,1.0,1.0,1.0,1.0,1.0,1.0
+winequality-red-4,0.122,0.093,0.087,0.112,0.084,0.107
+yeast4,0.378,0.354,0.289,0.276,0.332,0.351
+yeast5,0.712,0.707,0.736,0.618,0.69,0.724
+yeast6,0.475,0.539,0.474,0.355,0.463,0.564
+Average,0.6558571428571429,0.6508571428571429,0.6394285714285715,0.5557142857142858,0.6317142857142856,0.6535000000000001

data_result/statistics/GB-kappa.csv

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+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,0.309,0.315,0.265,0.196,0.221,0.278
+abalone9-18,0.345,0.344,0.308,0.37,0.361,0.292
+car_good,0.831,0.847,0.824,0.504,0.756,0.858
+car-vgood,0.935,0.972,0.981,0.803,0.973,0.982
+flare-F,0.237,0.113,0.168,0.286,0.149,0.164
+hypothyroid,0.768,0.777,0.799,0.733,0.8,0.789
+kddcup-guess_passwd_vs_satan,1.0,1.0,0.986,1.0,1.0,1.0
+kr-vs-k-three_vs_eleven,0.995,0.995,0.995,0.742,0.994,0.995
+kr-vs-k-zero-one_vs_draw,0.942,0.958,0.963,0.619,0.945,0.971
+shuttle-2_vs_5,1.0,1.0,1.0,1.0,1.0,1.0
+winequality-red-4,0.088,0.065,0.077,0.086,0.065,0.066
+yeast4,0.35,0.331,0.274,0.248,0.317,0.329
+yeast5,0.703,0.698,0.728,0.604,0.682,0.716
+yeast6,0.461,0.529,0.465,0.336,0.453,0.554
+Average,0.6402857142857143,0.6388571428571429,0.6309285714285714,0.5376428571428572,0.6225714285714286,0.6424285714285715

data_result/statistics/KNN-f1.csv

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+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,0.315,0.338,0.154,0.169,0.09,0.315
+abalone9-18,0.342,0.383,0.161,0.212,0.153,0.136
+car_good,0.357,0.72,0.465,0.22,0.375,0.509
+car-vgood,0.413,0.805,0.718,0.297,0.618,0.879
+flare-F,0.245,0.294,0.3,0.298,0.272,0.306
+hypothyroid,0.568,0.615,0.605,0.604,0.601,0.606
+kddcup-guess_passwd_vs_satan,0.991,0.991,0.991,0.991,0.991,0.991
+kr-vs-k-three_vs_eleven,0.901,0.931,0.945,0.648,0.819,0.961
+kr-vs-k-zero-one_vs_draw,0.84,0.885,0.864,0.721,0.795,0.897
+shuttle-2_vs_5,0.951,0.956,0.931,0.947,0.914,0.932
+winequality-red-4,0.069,0.074,0.037,0.046,0.045,0.058
+yeast4,0.329,0.365,0.363,0.319,0.254,0.348
+yeast5,0.67,0.691,0.677,0.583,0.678,0.646
+yeast6,0.409,0.464,0.406,0.397,0.424,0.426
+Average,0.5285714285714286,0.608,0.5440714285714285,0.4608571428571429,0.5020714285714286,0.5721428571428572

data_result/statistics/KNN-kappa.csv

@@ -0,0 +1,16 @@
+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,0.291,0.315,0.144,0.163,0.084,0.296
+abalone9-18,0.286,0.334,0.144,0.197,0.14,0.12
+car_good,0.312,0.707,0.439,0.16,0.332,0.479
+car-vgood,0.375,0.797,0.707,0.249,0.597,0.874
+flare-F,0.191,0.251,0.262,0.253,0.228,0.265
+hypothyroid,0.54,0.592,0.583,0.58,0.58,0.582
+kddcup-guess_passwd_vs_satan,0.991,0.991,0.991,0.991,0.991,0.991
+kr-vs-k-three_vs_eleven,0.898,0.928,0.943,0.634,0.813,0.96
+kr-vs-k-zero-one_vs_draw,0.833,0.881,0.859,0.708,0.786,0.892
+shuttle-2_vs_5,0.951,0.955,0.93,0.946,0.913,0.931
+winequality-red-4,0.016,0.022,0.013,0.002,-0.005,-0.001
+yeast4,0.293,0.335,0.34,0.29,0.218,0.313
+yeast5,0.657,0.679,0.667,0.565,0.667,0.631
+yeast6,0.387,0.447,0.386,0.375,0.405,0.406
+Average,0.5015000000000001,0.5881428571428572,0.5291428571428571,0.4366428571428571,0.4820714285714286,0.5527857142857143

data_result/statistics/LR-f1.csv

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+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,0.275,0.336,0.336,0.182,0.186,0.337
+abalone9-18,0.458,0.566,0.514,0.341,0.517,0.575
+car_good,0.106,0.1,0.112,0.109,0.108,0.109
+car-vgood,0.362,0.394,0.336,0.325,0.379,0.422
+flare-F,0.263,0.278,0.322,0.321,0.342,0.323
+hypothyroid,0.358,0.4,0.297,0.294,0.223,0.378
+kddcup-guess_passwd_vs_satan,0.997,0.996,0.997,0.998,0.997,0.995
+kr-vs-k-three_vs_eleven,0.942,0.965,0.96,0.576,0.699,0.965
+kr-vs-k-zero-one_vs_draw,0.65,0.744,0.796,0.398,0.735,0.836
+shuttle-2_vs_5,0.998,0.996,0.99,0.98,0.987,0.996
+winequality-red-4,0.113,0.143,0.017,0.109,0.144,0.135
+yeast4,0.236,0.247,0.271,0.23,0.284,0.277
+yeast5,0.574,0.592,0.551,0.51,0.614,0.62
+yeast6,0.242,0.292,0.393,0.272,0.375,0.353
+Average,0.46957142857142864,0.5035,0.4922857142857143,0.4032142857142858,0.4707142857142857,0.5229285714285714

data_result/statistics/LR-kappa.csv

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+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,0.244,0.309,0.317,0.152,0.151,0.31
+abalone9-18,0.409,0.534,0.481,0.296,0.479,0.544
+car_good,0.035,0.028,0.043,0.038,0.037,0.038
+car-vgood,0.32,0.356,0.304,0.279,0.342,0.387
+flare-F,0.21,0.228,0.287,0.277,0.301,0.279
+hypothyroid,0.305,0.353,0.275,0.234,0.175,0.328
+kddcup-guess_passwd_vs_satan,0.996,0.996,0.996,0.998,0.996,0.995
+kr-vs-k-three_vs_eleven,0.941,0.964,0.959,0.559,0.687,0.965
+kr-vs-k-zero-one_vs_draw,0.632,0.732,0.788,0.361,0.723,0.83
+shuttle-2_vs_5,0.998,0.996,0.99,0.98,0.986,0.996
+winequality-red-4,0.056,0.09,0.011,0.059,0.097,0.08
+yeast4,0.188,0.202,0.256,0.188,0.257,0.235
+yeast5,0.555,0.575,0.539,0.489,0.6,0.604
+yeast6,0.21,0.263,0.382,0.242,0.353,0.328
+Average,0.4356428571428571,0.4732857142857143,0.4734285714285714,0.36799999999999994,0.44171428571428567,0.49421428571428583

data_result/statistics/RF-f1.csv

@@ -0,0 +1,16 @@
+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,0.189,0.188,0.185,0.236,0.115,0.28
+abalone9-18,0.311,0.338,0.309,0.398,0.252,0.348
+car_good,0.9,0.557,0.672,0.533,0.669,0.659
+car-vgood,0.982,0.904,0.924,0.812,0.944,0.929
+flare-F,0.224,0.08,0.11,0.261,0.091,0.12
+hypothyroid,0.796,0.737,0.785,0.764,0.779,0.798
+kddcup-guess_passwd_vs_satan,1.0,1.0,0.993,1.0,1.0,1.0
+kr-vs-k-three_vs_eleven,0.999,0.993,0.995,0.791,0.997,0.992
+kr-vs-k-zero-one_vs_draw,0.945,0.939,0.938,0.703,0.938,0.946
+shuttle-2_vs_5,1.0,1.0,1.0,1.0,1.0,1.0
+winequality-red-4,0.014,0.0,0.026,0.132,0.007,0.086
+yeast4,0.295,0.329,0.252,0.353,0.253,0.321
+yeast5,0.736,0.705,0.7,0.651,0.665,0.738
+yeast6,0.516,0.551,0.478,0.381,0.459,0.575
+Average,0.6362142857142857,0.5943571428571428,0.597642857142857,0.5725,0.5835,0.628

data_result/statistics/RF-kappa.csv

@@ -0,0 +1,16 @@
+dataset,Repeater,ProWRAS,GAN,ctGAN,CTAB-GAN,convGAN-majority-full
+abalone_17_vs_7_8_9_10,0.18,0.179,0.175,0.219,0.109,0.268
+abalone9-18,0.288,0.311,0.287,0.366,0.235,0.326
+car_good,0.896,0.548,0.664,0.504,0.66,0.65
+car-vgood,0.982,0.901,0.921,0.803,0.942,0.927
+flare-F,0.18,0.059,0.091,0.214,0.071,0.099
+hypothyroid,0.787,0.726,0.775,0.75,0.769,0.788
+kddcup-guess_passwd_vs_satan,1.0,1.0,0.992,1.0,1.0,1.0
+kr-vs-k-three_vs_eleven,0.999,0.993,0.995,0.784,0.997,0.992
+kr-vs-k-zero-one_vs_draw,0.943,0.936,0.935,0.688,0.936,0.944
+shuttle-2_vs_5,1.0,1.0,1.0,1.0,1.0,1.0
+winequality-red-4,0.009,-0.008,0.023,0.102,-0.0,0.055
+yeast4,0.282,0.314,0.242,0.325,0.242,0.304
+yeast5,0.728,0.697,0.692,0.638,0.656,0.73
+yeast6,0.507,0.543,0.47,0.362,0.452,0.567
+Average,0.6272142857142857,0.5856428571428571,0.5901428571428571,0.5539285714285714,0.5763571428571429,0.6178571428571429