Table 16.
Comparison of Prediction Results of RF vs. XGB and LGBM.
RF vs. XGB |
RF vs. LGBM |
|||||||
---|---|---|---|---|---|---|---|---|
FI |
MO |
FI |
MO |
|||||
ACC | Popt | ACC | Popt | ACC | Popt | ACC | Popt | |
10-Fold | 31.5 | 18 | 1.4 | 1.2 | 36.4 | 15.6 | 3.2 | 2 |
Time Wise | 9.9 | 6.3 | 17.5 | 9 | 45.5 | 18.5 | 0.7 | 2.6 |
Across Project | 43.4 | 23.2 | 15.7 | 2.3 | 43.7 | 21.2 | 10.5 | 5.3 |
Mean | 28.3 | 15.8 | 11.5 | 4.2 | 41.9 | 18.4 | 4.8 | 3.3 |