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| ALFPGM | SMO | ||||||||
| Test | numData | numFeat | train_err | wall_time (sec) | nDecomp | nSv | objval | train_err | wall_time | nDecomp | nSv | objval |
| 1 | 18201 | 4295 | 0 | 139.096 | 275 | 18201 | −5175.65 | 0 | 7870.151 | 49244 | 18201 | −5175.65 |
| 2 | 19020 | 11 | 0 | 22.13577 | 294 | 18905 | −8577.31 | 0 | 52.3462 | 62399 | 18905 | −8577.31 |
| 3 | 26714 | 10 | 4.41 | 46.60157 | 485 | 26714 | −231591 | 4.41 | 55.2686 | 39953 | 26714 | −244605 |
| 4 | 32062 | 118 | 0.27 | 59.22488 | 630 | 20998 | −15232.9 | 0.15 | 399.0199 | 49785 | 21016 | −20231.4 |
| 5 | 36974 | 123 | 4.59 | 100.483 | 843 | 36974 | −347874 | 4.59 | 1215.305 | 110026 | 36974 | −350686 |
| 6 | 40768 | 10 | 0.2 | 81.7774 | 659 | 11701 | −16033.5 | 0 | 166.716 | 79748 | 11123 | −17599.1 |
| 7 | 45211 | 16 | 0 | 77.09719 | 508 | 45211 | −9340.53 | 0 | 213.2611 | 96930 | 45211 | −9340.53 |
| 8 | 45312 | 8 | 0.92 | 337.4581 | 2551 | 32681 | −120386 | 0.7 | 336.2932 | 170816 | 32571 | −135219 |
| 9 | 88588 | 6 | 0.05 | 359.1051 | 1223 | 43391 | −25071.8 | 0.03 | 521.7201 | 122003 | 43331 | −26753.4 |
| 10 | 96320 | 21 | 0 | 133.8112 | 327 | 96302 | −49869.2 | 0 | 1056.651 | 138749 | 96304 | −49916.9 |
| 11 | 98528 | 101 | 0.05 | 932.8615 | 1251 | 98411 | −55816.7 | 0.03 | 5231.517 | 166893 | 98390 | −56792.7 |
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| Total time | 2289.652 |
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| 17118.25 |
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