Table 7.
Computation time (in second) in comparing to previous methods for the cancer datasets
Cancer | Num of Samples | Computation time (seconds) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
5 iterations | 10 iterations | 20 iterations | ||||||||
MKL-DR | rMKL-DR | fMKL-DR | MKL-DR | rMKL-DR | fMKL-DR | MKL-DR | rMKL-DR | fMKL-DR | ||
LUNG | 106 | 4 | 4 | 3 | 9 | 9 | 6 | 18 | 19 | 13 |
KIDNEY | 122 | 5 | 5 | 4 | 12 | 12 | 8 | 36 | 37 | 27 |
GBM | 275 | 69 | 69 | 41 | 138 | 139 | 82 | 276 | 279 | 165 |
BREAST | 435 | 1064 | 1074 | 714 | 2130 | 2149 | 1428 | 4262 | 4298 | 2857 |
LIVER | 451 | 1183 | 1195 | 752 | 2367 | 2391 | 1508 | 4734 | 4782 | 3017 |
OV | 541 | 1716 | 1750 | 1237 | 3433 | 3502 | 2475 | 6867 | 7005 | 4952 |