Intrusion Detection using hybridized Meta-heuristic techniques with Weighted XGBoost Classifier

• Published in: Expert systems with applications Vol. 232; p. 120596
• Main Authors: Mohiuddin, Ghulam, Lin, Zhijun, Zheng, Jiangbin, Wu, Junsheng, Li, Weigang, Fang, Yifan, Wang, Sifei, Chen, Jiajun, Zeng, Xinyu
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.12.2023
• Subjects: Metaheuristic; SCA-Sine–Cosine algorithm; WOA-Whale Optimization algorithm; XGBoost-Extreme-Gradient Boosting; WOA-Whale Optimization algorithm; Metaheuristic; SCA-Sine–Cosine algorithm; XGBoost-Extreme-Gradient Boosting

Due to the widespread global internet services, service providers and users face a primary problem defending their systems, specifically from a new category of attacks and breaches. Network Intrusion Detection system (NIDS) assesses the network packets and reports low-security violations to respecti...