Table 2 Training time on pair-wise cross validation experiments
From: Scalable prediction of compound-protein interactions using minwise hashing
Ratio | Number | MH-L1SVM | MH-L2SVM | L1SVM | L2SVM |
|---|---|---|---|---|---|
1 | 600, 404 | 29 ± 1 | 28 ± 1 | 188 ± 32 | 387 ± 63 |
5 | 1, 801, 212 | 172 ± 5 | 38 ± 2 | 1, 655 ± 156 | 963 ± 81 |
10 | 3, 302, 222 | 448 ± 41 | 261 ± 7 | 1, 261 ± 579 | 10, 798 ± 1, 981 |
25 | 7, 805, 252 | 1, 808 ± 181 | 732 ± 17 | 20,067 ± 1,453 | 4, 623 ± 782 |
50 | 15, 310, 302 | 1,140 ± 90 | 811 ± 41 | 58, 045 ± 5, 678 | 8, 936 ± 1, 412 |
100 | 30, 320,402 | 7, 601 ± 627 | 1,643 ± 50 | > 24hours | 16, 608 ± 2, 732 |
250 | 75, 350, 702 | 25,060 ± 12,417 | 4,631 ± 795 | > 24hours | 43, 843 ± 7, 200 |