From: AdaBoost-based multiple SVM-RFE for classification of mammograms in DDSM
T | MGH | WU | WFUSM | SHH | |
---|---|---|---|---|---|
SVM | 0.91182 | 0.98765 | 0.94690 | 0.96595 | |
SVM-RFE | 0.91196 | 1.00000 | 0.95100 | 0.96595 | |
ENSEMBLE | 0.53915 | 0.69512 | 0.56583 | 0.91392 | |
JOIN (1) | 0.67508 | 0.71655 | 0.83947 | 0.93422 | |
JOIN (2) | 0.57971 | 0.72941 | 0.76157 | 0.88733 | |
JOIN (3) | 0.57971 | 0.72941 | 0.62686 | 0.73542 | |
JOIN (4) | 0.54571 | 0.69512 | 0.62686 | 0.72464 | |
JOIN (5) | 0.54571 | 0.69512 | 0.54077 | 0.66210 | |
MSVM-RFE (bootstrap) | 5 | 0.91182 | 0.98765 | 0.95326 | 0.97868 |
10 | 0.91182 | 0.98765 | 0.95168 | 0.96595 | |
15 | 0.91182 | 0.98765 | 0.94690 | 0.96757 | |
20 | 0.91182 | 0.98765 | 0.94690 | 0.97348 | |
MSVM-RFE (boost) | 5 | 0.91182 | 0.98765 | 0.94690 | 0.96595 |
10 | 0.91182 | 0.99259 | 0.94690 | 0.96595 | |
15 | 0.91182 | 0.99429 | 0.94690 | 0.96595 | |
20 | 0.91182 | 0.98765 | 0.94690 | 0.96595 |