Fei He

Network intrusion detection based on strict validation-guided hybrid feature selection and LightGBM

Network intrusion detection often involves high-dimensional and redundant traffic features. This paper proposes a validation-guided MI-RF feature selection method with LightGBM for binary intrusion detection. Mutual information and random forest importance are combined to rank features from statistical dependency and e...