This paper is published in Volume-2, Issue-5, 2016
Area
Security
Author
Harpreet Kaur
Co-authors
Gaganpreet Kaur Bhalla
Org/Univ
Rayat Bahra University,Mohali, India
Pub. Date
13 October, 2016
Paper ID
V2I5-1168
Publisher
Keywords
Data Mining, KDD Cup99, KPCA, Intrusion Detection System, Neural Network, Genetic Algorithm.

Citationsacebook

IEEE
Harpreet Kaur, Gaganpreet Kaur Bhalla. An IDS by Correlation & KPCA with Neural Network Optimized By Genetic Algorithm, International Journal of Advance Research, Ideas and Innovations in Technology, www.IJARIIT.com.

APA
Harpreet Kaur, Gaganpreet Kaur Bhalla (2016). An IDS by Correlation & KPCA with Neural Network Optimized By Genetic Algorithm. International Journal of Advance Research, Ideas and Innovations in Technology, 2(5) www.IJARIIT.com.

MLA
Harpreet Kaur, Gaganpreet Kaur Bhalla. "An IDS by Correlation & KPCA with Neural Network Optimized By Genetic Algorithm." International Journal of Advance Research, Ideas and Innovations in Technology 2.5 (2016). www.IJARIIT.com.

Abstract

— An Intrusion Detection System is an application used for monitoring the network and protecting it from the intruder. Intrusion is a set of actions aimed to compromise these security goals. IDS have the computer security goals which are important for the data mining for extraction of data like confidentiality, integrity, and availability. This research study the performance measures of IDS is important for the security purposes. KDD 99 has 41 features. The IDS approached is used with the help of neural network technique of data mining and the Genetic algorithm is used as a classifier. The all features of KDD99 are used in this study. In this research, the feature is selected and extracted instead of using all features. The feature selection is done with the help of Correlation and feature extraction is done with the help of KPCA. The selection of features is according to the Eigen values of the features. The neural network is used for the change the weightage of the error. The neural network is basically runs many times and change weightage according to this.
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