评价指标 | 算法 | CM1 | MW1 | PC1 | KC3 | JM1 | Average |
AUC | ReliefF | 0.7920 | 0.7541 | 0.7820 | 0.8448 | 0.7471 | 0.7840 |
MIC | 0.8155 | 0.7017 | 0.7972 | 0.7502 | 0.7236 | 0.7576 | |
mRMR | 0.8127 | 0.6770 | 0.8216 | 0.7359 | 0.7063 | 0.7507 | |
fisher-score | 0.8243 | 0.7367 | 0.8083 | 0.8312 | 0.7489 | 0.7899 | |
本文算法 | 0.8573 | 0.8417 | 0.8714 | 0.8835 | 0.7517 | 0.8411 | |
F1-measure | ReliefF | 0.3153 | 0.4000 | 0.3538 | 0.5718 | 0.4197 | 0.4121 |
MIC | 0.3865 | 0.3448 | 0.4060 | 0.4623 | 0.4215 | 0.4042 | |
mRMR | 0.3285 | 0.2625 | 0.4175 | 0.3734 | 0.4215 | 0.3607 | |
fisher-score | 0.3670 | 0.4400 | 0.4444 | 0.4623 | 0.4559 | 0.4339 | |
本文算法 | 0.4400 | 0.4823 | 0.4931 | 0.4966 | 0.4695 | 0.4763 | |
G-mean | ReliefF | 0.7731 | 0.6731 | 0.7844 | 0.8216 | 0.6381 | 0.7381 |
MIC | 0.8099 | 0.7266 | 0.7748 | 0.7451 | 0.6429 | 0.7399 | |
mRMR | 0.8449 | 0.6640 | 0.8162 | 0.7203 | 0.6304 | 0.7352 | |
fisher-score | 0.8106 | 0.7412 | 0.7909 | 0.8255 | 0.6592 | 0.7655 | |
本文算法 | 0.8597 | 0.8332 | 0.8691 | 0.8713 | 0.6997 | 0.8266 |