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Intrusion Detection System is software based monitoring mechanism for a computer network that detects presence of malevolent activity in the network. Intrusion detection is an eminent upcoming area in relevance as more and more complex data is being stored and processed in networked systems. This paper focuses on investigations of well-known machine learning techniques to address the security issues...