Research Article

Using Machine Learning Algorithms to Predict Hepatitis B Surface Antigen Seroclearance

Table 2

Summary of parameter values in each model for predicting HBsAg seroclearance.

ModelParameterValue

Extreme gradient boostingn_estimators153
max_depth4
min_child_weight2
Subsample0.5
colsample_bytree0.8
colsample_bylevel0.8
reg_alpha2.0
reg_lambda0.3

Random forestmax_featuresAuto
min_samples_leaf1
n_estimators40

Decision treemax_depth29
max_featureslog2
min_samples_leaf23

Logistic regressionC0.001
PenaltyL1