Table 2.
Results of classification by the different number of the features.
| Method | N = 3 | N = 4 | N = 5 | N = 6 | N = 7 | N = 8 | N = 9 | N = 10 |
|---|---|---|---|---|---|---|---|---|
| Pearson Correlation | ||||||||
| Accuracy (%) | 85.77 | 89.68 | 89.74 | 88.91 | 87.31 | 87.37 | 85.76 | 88.89 |
| NOF | 108 | 83 | 84 | 233 | 111 | 119 | 101 | 106 |
| Partial Correlation | ||||||||
| Accuracy (%) | 80.13 | 77.82 | 80.06 | 79.29 | 80.71 | 84.87 | 81.60 | 80.83 |
| NOF | 896 | 829 | 1,489 | 1,150 | 971 | 2,488 | 1,467 | 1,531 |
| Distance Correlation | ||||||||
| Accuracy (%) | 85.06 | 89.03 | 93.01 | 89.87 | 86.60 | 88.91 | 89.80 | 87.43 |
| NOF | 60 | 91 | 81 | 96 | 107 | 245 | 112 | 412 |
NOF, number of features.