A Hybrid Approach of Fuzzy C-mean Clustering and Genetic Algorithm (GA) to Improve Intrusion Detection Rate
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064



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Research Paper | Computer Science & Engineering | India | Volume 5 Issue 5, May 2016

A Hybrid Approach of Fuzzy C-mean Clustering and Genetic Algorithm (GA) to Improve Intrusion Detection Rate

Kamaldeep Kaur, Navjot Kaur

This paper describes a hybrid approach of Fuzzy C-means clustering and Genetic Algorithm (GA) is proposed that provides better accuracy & increases the intrusion detection rate. This approach provides better accuracy of detection as compared to K-means and FCM Clustering. With this proposed approach intrusion detection rate is improved considerably. A brief overview of a hybrid approach of genetic algorithm and fuzzy c-means clustering to improve anomaly or intrusion is presented. This paper proposes genetic algorithm and fuzzy c-means clustering to generate to detect intrusions. The goal of intrusion detection is to monitor network activities automatically, detect malicious attacks and to establish a proper architecture of the computer network security. We have been using fuzzy data mining techniques to extract patterns that represent normal behavior for intrusion detection. We describe a variety of modifications that we have made to the data mining algorithms in order to improve accuracy and efficiency.

Keywords: intrusion detection, clustering, fuzzy c-means clustering, genetic algorithm, Kddcup 99 Dataset

Edition: Volume 5 Issue 5, May 2016

Pages: 955 - 959

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How to Cite this Article?

Kamaldeep Kaur, Navjot Kaur, "A Hybrid Approach of Fuzzy C-mean Clustering and Genetic Algorithm (GA) to Improve Intrusion Detection Rate", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=NOV163546, Volume 5 Issue 5, May 2016, 955 - 959

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