Table 3 Details of Hyper-parameters used in the present study.
ML regressor model | Hyper-parameter | Hyper-parameter values used in the present study |
|---|---|---|
XGBoost 23 | n_estimators, max_depth and learning_rate | n_estimators = [100, 200], max_depth = [3, 5], learning_rate = [0.01, 0.03] |
Random forest22 | n_estimators and max_depth | n_estimators = [100, 200], max_depth = [3, 5] |
Support vector machine22 | C controls and epsilon | C = [1, 10, 50], epsilon = [0.01, 0.1] |
K-nearest neighbour (KNN)15 | n_neighbors | n_neighbors = [3, 5, 7] |
