From: Investigating the effectiveness of one-class and binary classification for fraud detection
Classifier
Maximum Tree Depth
CatBoost
max_depth=5
Extremely Randomized Trees
max_depth=8
Random Forest
max_depth=4
XGBoost
max_depth=1