Table 5 Best hyperparameters selected to be fed into the classifiers

1

HGB classifier

(‘verbose’:2,’random_state’:999,’n_estimators’:14,’max_deph’:7’criterion’: gini’)

4

SVM (kernel = RBF)

C = 15, G = 0.004

5

XG Boost Classifier

‘min_chid_weigh’ = 1’max_depht’ = 16,’learning_rate’ = 0.4, ‘gamma’ = 0.1, ‘colsample_bytree’ = 0.4