From: Boosting methods for multi-class imbalanced data classification: an experimental review
Algorithms | AdaBoost.MH | SAMME | CatBoost | LogitBoost | GradientBoost | XGBoost | MEBoost | SMOTEBoost | RUSBoost | LightGBM | AdaC1 | AdaC2 | AdaC3 | AdaCost |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AdaBoost.MH | − | |||||||||||||
SAMME | − | |||||||||||||
CatBoost | ● | ● | − | ● | ● | ● | ● | ● | ● | |||||
LogitBoost | − | ● | ● | |||||||||||
GradientBoost | ● | − | ||||||||||||
XGBoost | − | ● | ● | |||||||||||
MEBoost | − | |||||||||||||
SMOTEBoost | ● | − | ● | ● | ● | |||||||||
RUSBoost | − | |||||||||||||
LightGBM | − | |||||||||||||
AdaC1 | − | |||||||||||||
AdaC2 | − | |||||||||||||
AdaC3 | − | |||||||||||||
AdaCost | ● | − |