Table 7.
WCMS vs. State-of-the-Art Methods in Time-Wise Cross-Validation Scenario (Popt).
Project | Baseline Methods |
RF |
XGB |
LGBM |
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
EALR | MULTI | DEJIT | LT | AGE | CCUM | FI | MO | FI | MO | FI | MO | |
BUG | 0.594 | 0.838 | 0.709 | 0.721 | 0.661 | 0.909 | 0.771 | 0.988 | 0.756 | 0.841 | 0.737 | 0.986 |
COL | 0.619 | 0.885 | 0.825 | 0.732 | 0.786 | 0.907 | 0.824 | 0.929 | 0.785 | 0.863 | 0.727 | 0.975 |
JDT | 0.590 | 0.828 | 0.782 | 0.709 | 0.685 | 0.837 | 0.842 | 0.923 | 0.778 | 0.865 | 0.691 | 0.861 |
PLA | 0.583 | 0.859 | 0.835 | 0.717 | 0.709 | 0.868 | 0.860 | 0.931 | 0.772 | 0.869 | 0.695 | 0.841 |
MOZ | 0.498 | 0.786 | 0.737 | 0.651 | 0.638 | 0.802 | 0.866 | 0.926 | 0.796 | 0.882 | 0.675 | 0.949 |
POS | 0.600 | 0.837 | 0.768 | 0.742 | 0.731 | 0.866 | 0.828 | 0.977 | 0.809 | 0.888 | 0.688 | 0.919 |
MEAN | 0.581 | 0.839 | 0.776 | 0.712 | 0.702 | 0.865 | 0.832 | 0.946 | 0.783 | 0.868 | 0.702 | 0.922 |