Table 10 Summary of Wilcoxon test based on the MMCCs
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 | − |