Abstract: Network intrusion detection is a dynamic and important research area. It is the process of identifying malicious activity in a network by analyzing the network traffic. Data mining techniques are widely used in Intrusion Detection System (IDS) to detect anomalies. Dimensionality reduction plays a vital role in IDS, since detecting anomalies from high dimensional network traffic is time consuming process.