From: AdaBoost-based multiple SVM-RFE for classification of mammograms in DDSM
T | MGH | WU | WFUSM | SHH | |
---|---|---|---|---|---|
SVM | 0.88805 | 0.93642 | 0.92474 | 0.94998 | |
SVM-RFE | 0.88849 | 0.94173 | 0.93037 | 0.94998 | |
ENSEMBLE | 0.81490 | 0.90299 | 0.80317 | 0.86155 | |
JOIN (1) | 0.86728 | 0.92278 | 0.87638 | 0.90789 | |
JOIN (2) | 0.83034 | 0.93886 | 0.89597 | 0.85132 | |
JOIN (3) | 0.75098 | 0.87312 | 0.82694 | 0.83834 | |
JOIN (4) | 0.74270 | 0.74262 | 0.66948 | 0.83834 | |
JOIN (5) | 0.68776 | 0.71316 | 0.66948 | 0.80802 | |
MSVM-RFE (bootstrap) | 5 | 0.89720 | 0.93729 | 0.92664 | 0.95087 |
10 | 0.88833 | 0.93666 | 0.92972 | 0.95016 | |
15 | 0.89920 | 0.93746 | 0.93000 | 0.95076 | |
20 | 0.89014 | 0.94290 | 0.92986 | 0.95066 | |
MSVM-RFE (boost) | 5 | 0.88993 | 0.93987 | 0.93581 | 0.94998 |
10 | 0.88805 | 0.94315 | 0.92812 | 0.94998 | |
15 | 0.89092 | 0.94204 | 0.92789 | 0.94998 | |
20 | 0.88805 | 0.94197 | 0.92758 | 0.95245 |