Table 11 Best CatBoost model parameter selections made by each optimizer.
Approach | lr | cbl | Subsample | Iterations | Depth | mdl |
|---|---|---|---|---|---|---|
CNN-CB-ISA-ChOA | 9.96E-02 | 8.42E-01 | 5.00E-02 | 100 | 5 | 3 |
CNN-CB-ChOA | 1.00E-01 | 3.09E-01 | 1.00E-00 | 100 | 5 | 2 |
CNN-CB-VNS | 1.00E-01 | 5.00E-02 | 1.00E-00 | 100 | 5 | 2 |
CNN-CB-PSO | 9.89E-02 | 2.33E-01 | 6.99E-01 | 97 | 5 | 4 |
CNN-CB-BA | 1.00E-01 | 7.37E-01 | 1.00E-00 | 100 | 5 | 2 |
CNN-CB-ABC | 9.91E-02 | 9.79E-01 | 5.64E-01 | 100 | 5 | 4 |
CNN-CB-WOA | 9.89E-02 | 5.33E-01 | 6.50E-02 | 100 | 5 | 1 |
CNN-CB-RSA | 1.00E-01 | 1.98E-01 | 1.00E-00 | 100 | 5 | 3 |