Tsai Jeffrey J P Tsai & Yu Zhenwei Yu 
Intrusion Detection: A Machine Learning Approach [PDF ebook] 

This important book introduces the concept of intrusion detection, discusses various approaches for intrusion detection systems (IDS), and presents the architecture and implementation of IDS. It emphasizes on the prediction and learning algorithms for intrusion detection and highlights techniques for intrusion detection of wired computer networks and wireless sensor networks. The performance comparison of various IDS via simulation will also be included.