Table 14 Summary of Wilcoxon test based on the G-means
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 | − |