Table 5.
WCMS vs. State-of-the-Art Methods in a 10-fold 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 | 0.883 | 0.924 | 0.754 | 0.748 | 0.929 | 0.887 | 0.897 | 0.828 | 0.846 | 0.813 | 0.868 |
COL | 0.619 | 0.880 | 0.909 | 0.842 | 0.856 | 0.937 | 0.918 | 0.944 | 0.773 | 0.943 | 0.727 | 0.929 |
JDT | 0.590 | 0.829 | 0.874 | 0.781 | 0.747 | 0.885 | 0.905 | 0.922 | 0.745 | 0.919 | 0.781 | 0.899 |
PLA | 0.583 | 0.853 | 0.812 | 0.748 | 0.707 | 0.893 | 0.908 | 0.937 | 0.743 | 0.927 | 0.813 | 0.919 |
MOZ | 0.498 | 0.757 | 0.886 | 0.644 | 0.621 | 0.812 | 0.932 | 0.952 | 0.774 | 0.958 | 0.787 | 0.929 |
POS | 0.6 | 0.843 | 0.892 | 0.805 | 0.768 | 0.902 | 0.930 | 0.948 | 0.778 | 0.939 | 0.820 | 0.948 |
MEAN | 0.581 | 0.841 | 0.883 | 0.762 | 0.741 | 0.893 | 0.913 | 0.933 | 0.774 | 0.922 | 0.790 | 0.915 |