Table 3. The value of hyperparameter for ML-based models.

Models	Hyperparameter
LR	c = (0.001, 0.01, 0.1, 1, 10,100,1000)
ANN	size = (1, 2, 3, 4, 5, 6, 7,8, 9, 10); decay = (0, 0.1, 0.01, 0.001, 0.001)
RF	mtry = (1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20)
XGB	nrounds = (100, 500); max_depth = (10, 15, 20, 25, 30); colsample_bytree = seq (0.5, 0.9, length.out = 5); eta = 0.1; gamma = 0; min_child_weight = 1; subsample = 1.