An Intelligent Network Intrusion Detection and Prevention System: The way forward to integrate Data mining and Knowledge Based System for network intrusion detection and prevention

Chiche, Alebachew/ Meshesha, Million

ISBN 10: 6202076224 / ISBN 13: 9786202076227

Published by LAP LAMBERT Academic Publishing, 2017

About this Item

144 pages. 8.66x5.91x0.33 inches. In Stock.

Seller Inventory # zk6202076224

Bibliographic Details

• Title: An Intelligent Network Intrusion Detection and Prevention System: The way forward to integrate Data mining and Knowledge Based System for network intrusion detection and prevention
• Publisher: LAP LAMBERT Academic Publishing
• Publication Date: 2017
• Language: English
• ISBN 10: 6202076224
• ISBN 13: 9786202076227
• Binding: Paperback
• Condition: Brand New
• Weight: 0.26 kilograms

About this title

Synopsis

With the wide use of Internet and network connectivity, it is important to prevent unauthorized access to system resources and data. In this work, an intelligent network intrusion detection and prevention system is presented for detecting and preventing network attacks that incorporates a knowledge based system and data mining techniques. Hybrid data mining process model is followed for data mining tasks to extract hidden knowledge from KDDCup’99 intrusion dataset. J48 decision tree, JRip rule induction, Naïve Bayes and Multilayer Perceptron (MLP) Neural Network are adopted to construct a predictive model on total datasets of 63, 661 instances. This work supports network administrators to fill the knowledge gap they have to detect and prevent network attacks efficiently and effectively. Experimental result shows that, the proposed system performs 91.43 percent and 83 percent detection accuracy and user acceptance, respectively. The system cannot update the knowledge of prevention techniques automatically which need further researches.

About the Author

Alebachew Chiche received a B.Sc. degree in Information Systems from Hawassa University in 2012 and his M.Sc. degrees in computer networking from Jimma University in 2016. He is a Lecturer of Information Systems at Mizan-Tepi University. He is currently serving a term as Head of the Department of Information Systems.