Table 6.
BE performance and elapsed time for classification of high frequency MeSH terms. Here SGD-SVM is with a fixed 8 iterations. All timings were conducted using a standalone multi-core computer with Intel Xeon CPUs with a clock speed of 2.67 GHz and 48 gigabytes of RAM. NA=not available.
| SVM-SGD | PROBE | SVMPerF | LibLinear | |||||
|---|---|---|---|---|---|---|---|---|
| BE | Time | BE | TIME | BE | TIME | BE | TIME | |
| M21 | 0.637 | 9 Min | 0.592 | 284 Min | NA | >30 Hr | 0.636 | 564 Min |
| M22 | 0.616 | 10 Min | 0.584 | 283 Min | NA | >30 Hr | 0.619 | 553 Min |
| M23 | 0.616 | 10 Min | 0.574 | 291 Min | NA | >30 Hr | 0.614 | 547 Min |
| M24 | 0.768 | 9 Min | 0.722 | 256 Min | NA | >30 Hr | 0.762 | 557 Min |
| M25 | 0.507 | 9 Min | 0.499 | 250 Min | NA | >30 Hr | 0.521 | 535 Min |
| M26 | 0.709 | 9 Min | 0.690 | 290 Min | 0.689 | 737 Min | 0.702 | 534 Min |
| M27 | 0.714 | 9 Min | 0.671 | 308 Min | 0.698 | 191 Min | 0.689 | 516 Min |
| Ave | 0.652 | 9.3 Min | 0.619 | 208 Min | NA | NA | 0.649 | 543 Min |