Feature selection | CV (#) | SVM-RFE (#) | RF_based_FS (#) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Classifier | FC | Equal-W | Equal-F | k-means | FC | Equal-W | Equal-F | k-means | FC | Equal-W | Equal-F | k-means |
SVM | 43.4 (500) | 35.5 (80) | 100 (700) | 92.1 (300) | 51.3 (400) | 75.0 (200) | 100 (1000) | 73.6 (60) | 48.6 (20) | 39.4 (50) | 97.3 (600) | 92.1 (200) |
RF | 69.7 (300) | 84.2 (1000) | 97.3 (1000) | 89.4 (600) | 61.8 (60) | 89.4 (700) | 96.0 (1000) | 81.5 (100) | 73.6 (40) | 85.5 (100) | 97.3 (800) | 88.1 (300) |
NB | 27.6 (800) | 30.2 (10) | 92.1 (500) | 75 (200) | 35.5 (40) | 38.1 (10) | 85.5 (600) | 67.1 (60) | 35.5 (200) | 34.2 (20) | 94.7 (600) | 78.9 (90) |
PAM | 44.7 (300) | 26.3 (10) | 92.1 (400) | 76.3 (300) | 44.7 (900) | 39.4 (600) | 89.4 (400) | 60.5 (60) | 46.0 (10) | 34.2 (10) | 93.4 (500) | 82.8 (200) |