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  1. 

  2. % ### LR
    3. 

  3. 

  4. \begin{table*}[ht]\scriptsize\caption{LR}\label{tab:results:LR:A}\centering\tabularnewline
    5. 

  5. \begin{tabular}{l|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}}\hline
    6. 

  6. \textbf{dataset ($f_1~$score$~/~\kappa~$score)} & \textbf{Repeater} & \textbf{ProWRAS} & \textbf{GAN} & \textbf{CTGAN} & \textbf{CTAB GAN} & \textbf{ConvGeN(min,maj)}
    7. 

  7. \tabularnewline
    8. 

  8. \hline
    9. 

  9. abalone 17 vs 7 8 9 10 &  0.275  /  0.244  &  \textbf{0.337}  /  \textbf{0.311}  &  0.304  /  0.276  &  0.221  /  0.191  &  0.200  /  0.164  &  \textbf{0.337}  /  0.310 
    10. 

  10. \tabularnewline
    11. 

  11. abalone9 18 &  0.458  /  0.409  &  0.570  /  0.538  &  0.462  /  0.418  &  0.341  /  0.288  &  0.389  /  0.332  &  \textbf{0.575}  /  \textbf{0.544} 
    12. 

  12. \tabularnewline
    13. 

  13. car good &  0.106  /  0.035  &  0.100  /  0.029  &  \textbf{0.162}  /  \textbf{0.101}  &  0.106  /  0.035  &  0.109  /  0.038  &  0.109  /  0.038 
    14. 

  14. \tabularnewline
    15. 

  15. car vgood &  0.362  /  0.320  &  0.392  /  0.354  &  0.377  /  0.337  &  0.331  /  0.287  &  0.354  /  0.311  &  \textbf{0.422}  /  \textbf{0.387} 
    16. 

  16. \tabularnewline
    17. 

  17. flare F &  0.263  /  0.210  &  0.278  /  0.228  &  0.272  /  0.223  &  0.287  /  0.236  &  0.293  /  0.244  &  \textbf{0.323}  /  \textbf{0.279} 
    18. 

  18. \tabularnewline
    19. 

  19. hypothyroid &  0.358  /  0.305  &  \textbf{0.399}  /  0.352  &  0.393  /  \textbf{0.370}  &  0.311  /  0.252  &  0.317  /  0.260  &  0.378  /  0.328 
    20. 

  20. \tabularnewline
    21. 

  21. kddcup guess passwd vs satan &  0.997  /  0.996  &  0.996  /  0.996  &  0.981  /  0.980  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  0.995  /  0.995 
    22. 

  22. \tabularnewline
    23. 

  23. kr vs k three vs eleven &  0.942  /  0.941  &  \textbf{0.965}  /  0.964  &  0.964  /  0.964  &  0.785  /  0.777  &  0.848  /  0.843  &  \textbf{0.965}  /  \textbf{0.965} 
    24. 

  24. \tabularnewline
    25. 

  25. kr vs k zero one vs draw &  0.650  /  0.632  &  0.745  /  0.733  &  0.725  /  0.712  &  0.575  /  0.552  &  0.583  /  0.561  &  \textbf{0.836}  /  \textbf{0.830} 
    26. 

  26. \tabularnewline
    27. 

  27. shuttle 2 vs 5 &  0.998  /  0.998  &  0.996  /  0.996  &  \textbf{1.000}  /  \textbf{1.000}  &  0.984  /  0.984  &  0.967  /  0.967  &  0.996  /  0.996 
    28. 

  28. \tabularnewline
    29. 

  29. winequality red 4 &  0.113  /  0.056  &  \textbf{0.143}  /  \textbf{0.090}  &  0.077  /  0.044  &  0.127  /  0.080  &  0.109  /  0.051  &  0.135  /  0.080 
    30. 

  30. \tabularnewline
    31. 

  31. yeast4 &  0.236  /  0.188  &  0.243  /  0.197  &  \textbf{0.307}  /  \textbf{0.269}  &  0.216  /  0.168  &  0.227  /  0.178  &  0.277  /  0.235 
    32. 

  32. \tabularnewline
    33. 

  33. yeast5 &  0.574  /  0.555  &  0.591  /  0.574  &  0.595  /  0.577  &  0.522  /  0.500  &  0.511  /  0.488  &  \textbf{0.620}  /  \textbf{0.604} 
    34. 

  34. \tabularnewline
    35. 

  35. yeast6 &  0.242  /  0.210  &  0.294  /  0.265  &  \textbf{0.375}  /  \textbf{0.351}  &  0.317  /  0.290  &  0.242  /  0.210  &  0.353  /  0.328 
    36. 

  36. \tabularnewline
    37. 

  37. \hline Average &  0.470  /  0.436  &  0.504  /  0.473  &  0.500  /  0.473  &  0.437  /  0.403  &  0.439  /  0.403  &  \textbf{0.523}  /  \textbf{0.494} 
    38. 

  38. \tabularnewline
    39. 

  39. \hline\end{tabular}\end{table*}
    40. 

  40. 

  41. 

  42. % ### RF
    43. 

  43. 

  44. \begin{table*}[ht]\scriptsize\caption{RF}\label{tab:results:RF:A}\centering\tabularnewline
    45. 

  45. \begin{tabular}{l|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}}\hline
    46. 

  46. \textbf{dataset ($f_1~$score$~/~\kappa~$score)} & \textbf{Repeater} & \textbf{ProWRAS} & \textbf{GAN} & \textbf{CTGAN} & \textbf{CTAB GAN} & \textbf{ConvGeN(min,maj)}
    47. 

  47. \tabularnewline
    48. 

  48. \hline
    49. 

  49. abalone 17 vs 7 8 9 10 &  0.190  /  0.180  &  0.169  /  0.161  &  0.256  /  0.242  &  0.239  /  0.220  &  \textbf{0.329}  /  \textbf{0.310}  &  0.280  /  0.268 
    50. 

  50. \tabularnewline
    51. 

  51. abalone9 18 &  0.322  /  0.297  &  0.367  /  0.340  &  0.319  /  0.286  &  \textbf{0.395}  /  \textbf{0.359}  &  0.376  /  0.333  &  0.348  /  0.326 
    52. 

  52. \tabularnewline
    53. 

  53. car good &  \textbf{0.899}  /  \textbf{0.895}  &  0.581  /  0.572  &  0.772  /  0.765  &  0.533  /  0.504  &  0.804  /  0.798  &  0.659  /  0.650 
    54. 

  54. \tabularnewline
    55. 

  55. car vgood &  \textbf{0.985}  /  \textbf{0.984}  &  0.914  /  0.911  &  0.949  /  0.947  &  0.812  /  0.803  &  0.959  /  0.957  &  0.929  /  0.927 
    56. 

  56. \tabularnewline
    57. 

  57. flare F &  0.222  /  0.178  &  0.095  /  0.074  &  0.127  /  0.107  &  \textbf{0.294}  /  \textbf{0.245}  &  0.121  /  0.102  &  0.120  /  0.099 
    58. 

  58. \tabularnewline
    59. 

  59. hypothyroid &  \textbf{0.800}  /  \textbf{0.791}  &  0.725  /  0.714  &  0.777  /  0.767  &  0.774  /  0.760  &  0.777  /  0.767  &  0.798  /  0.788 
    60. 

  60. \tabularnewline
    61. 

  61. kddcup guess passwd vs satan &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  0.994  /  0.994  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000} 
    62. 

  62. \tabularnewline
    63. 

  63. kr vs k three vs eleven &  \textbf{1.000}  /  \textbf{1.000}  &  0.991  /  0.991  &  0.992  /  0.992  &  0.950  /  0.948  &  0.995  /  0.995  &  0.992  /  0.992 
    64. 

  64. \tabularnewline
    65. 

  65. kr vs k zero one vs draw &  0.946  /  0.944  &  0.939  /  0.936  &  \textbf{0.947}  /  \textbf{0.945}  &  0.843  /  0.836  &  0.937  /  0.935  &  0.946  /  0.944 
    66. 

  66. \tabularnewline
    67. 

  67. shuttle 2 vs 5 &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000} 
    68. 

  68. \tabularnewline
    69. 

  69. winequality red 4 &  0.014  /  0.009  &  0.005  /  -0.002  &  0.024  /  0.018  &  0.153  /  0.125  &  \textbf{0.173}  /  \textbf{0.133}  &  0.086  /  0.055 
    70. 

  70. \tabularnewline
    71. 

  71. yeast4 &  0.320  /  0.306  &  \textbf{0.329}  /  \textbf{0.313}  &  0.284  /  0.272  &  0.284  /  0.252  &  0.311  /  0.300  &  0.321  /  0.304 
    72. 

  72. \tabularnewline
    73. 

  73. yeast5 &  0.720  /  0.712  &  0.706  /  0.698  &  \textbf{0.758}  /  \textbf{0.751}  &  0.647  /  0.634  &  0.740  /  0.733  &  0.738  /  0.730 
    74. 

  74. \tabularnewline
    75. 

  75. yeast6 &  0.518  /  0.508  &  0.570  /  0.562  &  0.493  /  0.485  &  0.453  /  0.437  &  0.530  /  0.522  &  \textbf{0.575}  /  \textbf{0.567} 
    76. 

  76. \tabularnewline
    77. 

  77. \hline Average &  0.638  /  0.629  &  0.599  /  0.591  &  0.621  /  0.612  &  0.598  /  0.580  &  \textbf{0.647}  /  \textbf{0.635}  &  0.628  /  0.618 
    78. 

  78. \tabularnewline
    79. 

  79. \hline\end{tabular}\end{table*}
    80. 

  80. 

  81. 

  82. % ### GB
    83. 

  83. 

  84. \begin{table*}[ht]\scriptsize\caption{GB}\label{tab:results:GB:A}\centering\tabularnewline
    85. 

  85. \begin{tabular}{l|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}}\hline
    86. 

  86. \textbf{dataset ($f_1~$score$~/~\kappa~$score)} & \textbf{Repeater} & \textbf{ProWRAS} & \textbf{GAN} & \textbf{CTGAN} & \textbf{CTAB GAN} & \textbf{ConvGeN(min,maj)}
    87. 

  87. \tabularnewline
    88. 

  88. \hline
    89. 

  89. abalone 17 vs 7 8 9 10 &  \textbf{0.333}  /  \textbf{0.312}  &  0.323  /  0.304  &  0.202  /  0.194  &  0.234  /  0.219  &  0.204  /  0.198  &  0.291  /  0.278 
    90. 

  90. \tabularnewline
    91. 

  91. abalone9 18 &  0.383  /  0.346  &  \textbf{0.399}  /  \textbf{0.362}  &  0.344  /  0.319  &  0.396  /  \textbf{0.362}  &  0.343  /  0.320  &  0.318  /  0.292 
    92. 

  92. \tabularnewline
    93. 

  93. car good &  0.839  /  0.831  &  0.849  /  0.843  &  0.849  /  0.843  &  0.533  /  0.504  &  0.840  /  0.834  &  \textbf{0.864}  /  \textbf{0.858} 
    94. 

  94. \tabularnewline
    95. 

  95. car vgood &  0.938  /  0.935  &  0.971  /  0.970  &  0.978  /  0.977  &  0.812  /  0.803  &  0.980  /  0.979  &  \textbf{0.982}  /  \textbf{0.982} 
    96. 

  96. \tabularnewline
    97. 

  97. flare F &  0.285  /  0.237  &  0.132  /  0.111  &  0.231  /  0.214  &  \textbf{0.315}  /  \textbf{0.268}  &  0.225  /  0.208  &  0.181  /  0.164 
    98. 

  98. \tabularnewline
    99. 

  99. hypothyroid &  0.781  /  0.768  &  0.795  /  0.785  &  0.808  /  0.799  &  0.774  /  0.760  &  \textbf{0.810}  /  \textbf{0.801}  &  0.800  /  0.789 
    100. 

  100. \tabularnewline
    101. 

  101. kddcup guess passwd vs satan &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  0.986  /  0.986  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000} 
    102. 

  102. \tabularnewline
    103. 

  103. kr vs k three vs eleven &  \textbf{0.995}  /  \textbf{0.995}  &  \textbf{0.995}  /  \textbf{0.995}  &  \textbf{0.995}  /  \textbf{0.995}  &  0.950  /  0.949  &  \textbf{0.995}  /  \textbf{0.995}  &  \textbf{0.995}  /  \textbf{0.995} 
    104. 

  104. \tabularnewline
    105. 

  105. kr vs k zero one vs draw &  0.944  /  0.942  &  0.959  /  0.958  &  0.959  /  0.958  &  0.825  /  0.818  &  0.955  /  0.953  &  \textbf{0.972}  /  \textbf{0.971} 
    106. 

  106. \tabularnewline
    107. 

  107. shuttle 2 vs 5 &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  \textbf{1.000}  /  \textbf{1.000}  &  0.989  /  0.989  &  \textbf{1.000}  /  \textbf{1.000} 
    108. 

  108. \tabularnewline
    109. 

  109. winequality red 4 &  0.127  /  0.094  &  0.099  /  0.073  &  0.066  /  0.054  &  \textbf{0.130}  /  \textbf{0.104}  &  0.128  /  0.086  &  0.107  /  0.066 
    110. 

  110. \tabularnewline
    111. 

  111. yeast4 &  \textbf{0.377}  /  \textbf{0.349}  &  0.371  /  \textbf{0.349}  &  0.275  /  0.260  &  0.246  /  0.218  &  0.308  /  0.293  &  0.351  /  0.329 
    112. 

  112. \tabularnewline
    113. 

  113. yeast5 &  0.714  /  0.705  &  0.690  /  0.680  &  \textbf{0.746}  /  \textbf{0.739}  &  0.617  /  0.603  &  0.716  /  0.707  &  0.724  /  0.716 
    114. 

  114. \tabularnewline
    115. 

  115. yeast6 &  0.473  /  0.458  &  \textbf{0.569}  /  \textbf{0.559}  &  0.494  /  0.484  &  0.432  /  0.417  &  0.526  /  0.517  &  0.564  /  0.554 
    116. 

  116. \tabularnewline
    117. 

  117. \hline Average &  \textbf{0.656}  /  0.641  &  0.654  /  0.642  &  0.638  /  0.630  &  0.590  /  0.573  &  0.644  /  0.634  &  0.654  /  \textbf{0.642} 
    118. 

  118. \tabularnewline
    119. 

  119. \hline\end{tabular}\end{table*}
    120. 

  120. 

  121. 

  122. % ### KNN
    123. 

  123. 

  124. \begin{table*}[ht]\scriptsize\caption{KNN}\label{tab:results:KNN:A}\centering\tabularnewline
    125. 

  125. \begin{tabular}{l|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}|@{\hskip3pt}c@{\hskip3pt}}\hline
    126. 

  126. \textbf{dataset ($f_1~$score$~/~\kappa~$score)} & \textbf{Repeater} & \textbf{ProWRAS} & \textbf{GAN} & \textbf{CTGAN} & \textbf{CTAB GAN} & \textbf{ConvGeN(min,maj)}
    127. 

  127. \tabularnewline
    128. 

  128. \hline
    129. 

  129. abalone 17 vs 7 8 9 10 &  0.315  /  0.291  &  \textbf{0.336}  /  \textbf{0.313}  &  0.272  /  0.243  &  0.180  /  0.173  &  0.280  /  0.268  &  0.315  /  0.296 
    130. 

  130. \tabularnewline
    131. 

  131. abalone9 18 &  0.342  /  0.286  &  \textbf{0.386}  /  \textbf{0.338}  &  0.258  /  0.197  &  0.276  /  0.256  &  0.338  /  0.313  &  0.136  /  0.120 
    132. 

  132. \tabularnewline
    133. 

  133. car good &  0.357  /  0.312  &  \textbf{0.720}  /  \textbf{0.707}  &  0.427  /  0.394  &  0.229  /  0.171  &  0.433  /  0.395  &  0.509  /  0.479 
    134. 

  134. \tabularnewline
    135. 

  135. car vgood &  0.413  /  0.375  &  0.805  /  0.797  &  0.653  /  0.634  &  0.322  /  0.277  &  0.595  /  0.572  &  \textbf{0.879}  /  \textbf{0.874} 
    136. 

  136. \tabularnewline
    137. 

  137. flare F &  0.245  /  0.191  &  0.293  /  0.249  &  0.270  /  0.228  &  0.267  /  0.214  &  0.293  /  0.246  &  \textbf{0.306}  /  \textbf{0.265} 
    138. 

  138. \tabularnewline
    139. 

  139. hypothyroid &  0.568  /  0.540  &  0.615  /  0.592  &  0.573  /  0.547  &  \textbf{0.618}  /  \textbf{0.595}  &  0.565  /  0.537  &  0.606  /  0.582 
    140. 

  140. \tabularnewline
    141. 

  141. kddcup guess passwd vs satan &  \textbf{0.991}  /  \textbf{0.991}  &  \textbf{0.991}  /  \textbf{0.991}  &  \textbf{0.991}  /  \textbf{0.991}  &  \textbf{0.991}  /  \textbf{0.991}  &  \textbf{0.991}  /  \textbf{0.991}  &  \textbf{0.991}  /  \textbf{0.991} 
    142. 

  142. \tabularnewline
    143. 

  143. kr vs k three vs eleven &  0.901  /  0.898  &  0.932  /  0.929  &  0.903  /  0.900  &  0.804  /  0.797  &  0.807  /  0.801  &  \textbf{0.961}  /  \textbf{0.960} 
    144. 

  144. \tabularnewline
    145. 

  145. kr vs k zero one vs draw &  0.840  /  0.833  &  0.885  /  0.880  &  0.828  /  0.821  &  0.767  /  0.756  &  0.786  /  0.776  &  \textbf{0.897}  /  \textbf{0.892} 
    146. 

  146. \tabularnewline
    147. 

  147. shuttle 2 vs 5 &  0.951  /  0.951  &  \textbf{0.956}  /  \textbf{0.955}  &  0.936  /  0.935  &  0.951  /  0.951  &  0.949  /  0.948  &  0.932  /  0.931 
    148. 

  148. \tabularnewline
    149. 

  149. winequality red 4 &  0.069  /  0.016  &  0.072  /  0.020  &  \textbf{0.085}  /  \textbf{0.028}  &  0.047  /  0.001  &  0.057  /  0.003  &  0.058  /  -0.001 
    150. 

  150. \tabularnewline
    151. 

  151. yeast4 &  0.329  /  0.293  &  \textbf{0.363}  /  \textbf{0.332}  &  0.332  /  0.294  &  0.304  /  0.267  &  0.313  /  0.273  &  0.348  /  0.313 
    152. 

  152. \tabularnewline
    153. 

  153. yeast5 &  0.670  /  0.657  &  \textbf{0.691}  /  \textbf{0.679}  &  0.598  /  0.581  &  0.542  /  0.522  &  0.507  /  0.484  &  0.646  /  0.631 
    154. 

  154. \tabularnewline
    155. 

  155. yeast6 &  0.409  /  0.387  &  \textbf{0.463}  /  \textbf{0.445}  &  0.363  /  0.339  &  0.383  /  0.360  &  0.304  /  0.276  &  0.426  /  0.406 
    156. 

  156. \tabularnewline
    157. 

  157. \hline Average &  0.529  /  0.502  &  \textbf{0.608}  /  \textbf{0.588}  &  0.535  /  0.509  &  0.477  /  0.452  &  0.516  /  0.492  &  0.572  /  0.553 
    158. 

  158. \tabularnewline
    159. 

  159. \hline\end{tabular}\end{table*}
    160. 

  160. 

  161. 

  162. % ### DoC
    163. 

  163.