Table 3 Best hyperparameters for SVM.rbf, RF, XGB models

From: Machine learning for phase prediction of high entropy carbide ceramics from imbalanced data

Algorithm

Best hyperparameter

SVM.rbf

C = 1.92, gamma=0.45

RF

n_estimators=419, max_depth=19, max_features = ‘log2'

XGB

n_estimators=80, max_depth=6, learning_rate=0.3