Tracking of Intruder in Local Area Network Using Decision Tree Learning Algorithms

Authors

  • K. Raja
  • M. Lilly Florence

Keywords:

Intrusion Detection System, Iterative Dichotomiser 3, Information Gain, Entropy, Decision Tree Algorithm

Abstract

This paper is mainly deals with Intrusion Detection System which is used to monitor the activities in network or an application and also used to track and filter the unauthorized data using Decision Tree and Entropy techniques. Entropy and information Gain are the two Mathematical Concept and Computational techniques, to find the Solution for particular dataset using ID3(Iterative Dichotomiser 3) Techniques. Entropy is mainly focused on Iterative steps base on three rules less than, greater than and equal to whereas Information Gain is used the leaf node from the decision tree. This paper is to track and filter the unauthorized data using Intrusion Detection System (IDS) in appropriate LAN network in an organization.

 

References

Dr. S.Vijayarani1 and Ms. Maria Sylviaa.S,†Intrusion Detection System-A Studyâ€, International Journal of Security, Privacy and Trust Management (IJSPTM) Vol 4, No 1, February 2015.

Singh Vijendra, Hemjyotsana Parashar and Nisha Vasudeva,†A New Method for Classification of Datasets for Data Miningâ€, 3rd International Conference on Machine Learning and Computing V5, pp 551-554, 2011.

Shilpi Gupta, Roopal Mamtora, “Intrusion Detection System Using Wiresharkâ€, International Journal of Advanced Research in Computer Science and Software Engineering, Volume 2, Issue 11, November 2012.

Ankita Agarwal, Sherish Johri, Ankur Agarwal, Vikas Tyagi, Atul Kumar, “Multi Agent Based Approach For Network Intrusion Detection Using Data Mining Conceptâ€, Journal of Global Research in Computer Science, Volume 3, No. 3, March 2012.

Subaira.A.S, Anitha.P,†A Survey: Network Intrusion Detection System based on Data Mining Techniques“ International Journal of Computer Science and Mobile Computing Vol.2 Issue. 10, pg. 145-153, October- 2013

Archana D Wankhade, Dr P.N.Chatur,†Comparison of Firewall and Intrusion Detection Systemâ€, International Journal of Computer Science and Information Technologies, Vol. 5 (1) 674-678, 2014.

Dr S. Vijayarani and Ms Maria Sylviaa S, “Intrusion Detection System –A Studyâ€, International Journal of Security, Privacy and Trust Management, Vol. No. $, Issue. No. 1, February 2015.

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How to Cite

Tracking of Intruder in Local Area Network Using Decision Tree Learning Algorithms. (2017). Asian Journal of Applied Sciences, 5(1). https://ajouronline.com/index.php/AJAS/article/view/4644

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