Table 4 Configuration of different models.
Parameters | Decision tree | Random forest | XG Boost | Ada Boost |
|---|---|---|---|---|
Learning rate | - | – | 0.1 | 0.1 |
Max depth | 10 | 10 | 6 | – |
Number of estimators: | - | 100 | 100 | 100 |
Number of leaves | 32 | 32 | 31 | 31 |
Min data in leaf | 20 | 20 | 20 | – |
L1 regularization | – | – | 0.1 | – |
L2 regularization | – | – | 0.1 | – |
Subsample | – | – | 0.8 | – |
Random state | 42 | 42 | 42 | 42 |
