This study focuses on enhancing network security situation assessment using an optimized Extreme Gradient Boosting (XGBoost) algorithm. By comparing the capabilities of XGBoost, Deep Neural Networks ...

In this paper, we compare four state-of-the-art gradient boosting algorithms viz. XGBoost, CatBoost, LightGBM and SnapBoost. All these algorithms are a form of Gradient Boosting Decision Trees(GBDTs).