From: How to balance the bioinformatics data: pseudo-negative sampling
Percentage | Classifier | Sen(%) | Spe(%) | Acc(%) | MCC |
---|---|---|---|---|---|
0 | DA | 17.33 | 95.42 | 74.79 | 0.212 |
 | AdaBoost | 29.19 | 90.89 | 74.71 | 0.266 |
 | RF | 34.2 | 82.84 | 70.07 | 0.197 |
 | NN | 27.98 | 87.28 | 71.68 | 0.202 |
10 | DA | 21.77 | 93.96 | 72.96 | 0.236 |
 | AdaBoost | 32.72 | 86.12 | 70.58 | 0.214 |
 | RF | 33.38 | 83.91 | 69.38 | 0.197 |
 | NN | 30.37 | 82.01 | 67.04 | 0.144 |
20 | DA | 30.51 | 94.41 | 74.2 | 0.340 |
 | AdaBoost | 46.68 | 87.54 | 74.26 | 0.370 |
 | RF | 45.01 | 81.32 | 69.59 | 0.272 |
 | NN | 37.42 | 82.97 | 68.57 | 0.222 |
30 | DA | 31.73 | 95.1 | 73.32 | 0.36 |
 | AdaBoost | 51.81 | 87.15 | 75.65 | 0.422 |
 | RF | 51.06 | 79.6 | 70 | 0.311 |
 | NN | 42.39 | 84.54 | 70.36 | 0.291 |
40 | DA | 37.13 | 94.38 | 72.93 | 0.404 |
 | AdaBoost | 50.73 | 86.1 | 72.87 | 0.396 |
 | RF | 56.81 | 78.38 | 69.95 | 0.359 |
 | NN | 53.63 | 81 | 70.6 | 0.35 |
50 | DA | 38.61 | 93.83 | 71.74 | 0.405 |
 | AdaBoost | 61.46 | 82.26 | 73.81 | 0.447 |
 | RF | 60.75 | 78.22 | 70.95 | 0.395 |
 | NN | 52.41 | 79.81 | 68.56 | 0.339 |