Table 6.
WCMS vs. State-of-the-Art Methods in Time-Wise Cross-Validation Scenario (ACC).
Project | Baseline Methods |
RF |
XGB |
LGBM |
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
EALR | MULTI | DEJIT | LT | AGE | CCUM | FI | MO | FI | MO | FI | MO | |
BUG | 0.286 | 0.598 | 0.552 | 0.449 | 0.375 | 0.697 | 0.475 | 0.871 | 0.446 | 0.574 | 0.417 | 0.962 |
COL | 0.400 | 0.686 | 0.636 | 0.440 | 0.568 | 0.720 | 0.584 | 0.840 | 0.551 | 0.778 | 0.444 | 0.909 |
JDT | 0.323 | 0.625 | 0.592 | 0.452 | 0.408 | 0.637 | 0.642 | 0.804 | 0.573 | 0.763 | 0.443 | 0.750 |
PLA | 0.305 | 0.688 | 0.684 | 0.432 | 0.429 | 0.704 | 0.659 | 0.806 | 0.550 | 0.700 | 0.429 | 0.748 |
MOZ | 0.180 | 0.549 | 0.545 | 0.363 | 0.280 | 0.582 | 0.696 | 0.816 | 0.605 | 0.713 | 0.361 | 0.833 |
POS | 0.356 | 0.592 | 0.560 | 0.432 | 0.426 | 0.615 | 0.609 | 0.929 | 0.611 | 0.780 | 0.428 | 0.824 |
MEAN | 0.308 | 0.623 | 0.595 | 0.428 | 0.414 | 0.659 | 0.611 | 0.844 | 0.556 | 0.718 | 0.420 | 0.838 |