Design of Intrusion Detection System for Wireless ADHOC Network in the Detection of DOS Attack using Oneclass SVM with Wrapper Approach Feature Selection Comparing with Information Gain Algorithm

• Published in: 2023 International Conference on Advances in Computing, Communication and Applied Informatics (ACCAI) pp. 1 - 6
• Main Authors: Kumar, M. Dinesh, Nagalakshmi, T J
• Format: Conference Proceeding
• Language: English
• Published: IEEE 25.05.2023
• Subjects: Denial of Service (DOS) Attack; Feature Selection; Innovative oneclass SVM (Support Vector Machine) with wrapper approach Feature Selection IDS; Intrusion Detection System (IDS); Machine Learning Models; Performance Metrics

The goal of this work is to design two intrusion detection systems to detect DOS attack in a wireless adhoc network by using Innovative oneclass SVM (Support Vector Machine) with wrapper approach Feature Selection IDS (Group 1) and Information Gain Algorithm (Group 2). Materials and Methods: To desi...