Table 4 Configuration of XGB, LGBM and Hybrid model.
Parameters | XGB | LGBM | Hybrid XGB-LGBM |
|---|---|---|---|
Learning Rate | 0.1 | 0.2 | 0.1 |
Max Depth | 5 | 4 | 5 |
Number of Estimators: | 100 | 100 | 100 |
Number of Leaves | - | 31 | 31 |
Min Data in Leaf | - | 10 | 10 |
Boosting Type | - | GBDT | GBDT |
L1 Regularization | - | 0.1 | 0.1 |
L2 Regularization | - | 0.001 | 0.001 |
Subsample | - | 0.5 | 0.6 |
Random State | 42 | 42 | 42 |
