From: How to balance the bioinformatics data: pseudo-negative sampling
Percentage | Classifier | Sen(%) | Spe(%) | Acc(%) | MCC |
---|---|---|---|---|---|
0 | DA | 9.38 | 97.81 | 77.8 | 0.156 |
 | AdaBoost | 21.37 | 94.48 | 77.94 | 0.226 |
 | RF | 28.19 | 92.8 | 78.2 | 0.27 |
 | NN | 27.01 | 87.09 | 73.52 | 0.161 |
10 | DA | 17.6 | 94.85 | 75.7 | 0.198 |
 | AdaBoost | 25.76 | 93.58 | 76.78 | 0.266 |
 | RF | 39.22 | 91.77 | 78.75 | 0.369 |
 | NN | 40.92 | 86.98 | 75.55 | 0.302 |
20 | DA | 37.35 | 91.71 | 76.94 | 0.351 |
 | AdaBoost | 40.03 | 91.24 | 77.33 | 0.36 |
 | RF | 43.94 | 91.24 | 78.41 | 0.404 |
 | NN | 47.28 | 87.22 | 76.38 | 0.368 |
30 | DA | 52.46 | 88.34 | 77.8 | 0.438 |
 | AdaBoost | 50.89 | 88.83 | 77.67 | 0.431 |
 | RF | 50.87 | 89.98 | 78.48 | 0.448 |
 | NN | 53.39 | 87.86 | 77.73 | 0.439 |
40 | DA | 59.46 | 87.21 | 78.43 | 0.485 |
 | AdaBoost | 56.01 | 87.61 | 77.61 | 0.461 |
 | RF | 56.45 | 90.27 | 79.57 | 0.505 |
 | NN | 54.94 | 86.68 | 76.64 | 0.439 |
50 | DA | 66.78 | 85.42 | 79.08 | 0.530 |
 | AdaBoost | 64.01 | 87.37 | 79.42 | 0.531 |
 | RF | 62 | 88.71 | 79.63 | 0.532 |
 | NN | 61.02 | 87.38 | 78.42 | 0.505 |