Table 7 Hyperparameter options for each model
Algorithms | Hyperparameter options |
|---|---|
LR | 'solver': ['newton-cg','lbfgs', 'liblinear'], 'penalty': ['l1', 'l2', 'elasticnet'], 'C': [1000, 100, 10, 1.0, 0.1, 0.01] |
SVM | 'kernel': ['poly', 'rbf', 'sigmoid'], 'C': [5, 3, 1.0, 0.5, 0.1], 'degree': [3–5] |
XGB | 'max_depth': [2, 3], 'eta': [0.3, 0.4], 'objective': ['binary:logistic', 'binary:logitraw', 'binary:hinge'] |