XAI for intrusion detection system: comparing explanations based on global and local scope

Intrusion Detection System is a device or software in the field of cybersecurity that has become an essential tool in computer networks to provide a secured network environment. Machine Learning based IDS offers a self-learning solution and provides better performance when compared to traditional IDS. As the predictive performance of IDS is based on conflicting criteria, the underlying algorithms are becoming more complex and hence, less …