DoS Attack Detection System Using Multivariate Correlation Analysis

• Author(s): CHAMAKURI MADHURIMA ; Chintakrindi Geaya Sri ; Bitra Srilatha ; Jonnadula Raja Sri ; Ch.Vijayananda Ratnam
• Paper ID: 1700357
• Page: 166-170
• Published Date: 11-10-2021
• Published In: Iconic Research And Engineering Journals
• Publisher: IRE Journals
• e-ISSN: 2456-8880
• Volume/Issue: Volume 1 Issue 9 March-2018

Abstract

There are many interconnected systems which we are working in our daily life i.e., cloud computing servers, web servers. These systems are now under the threat of various network attacks. Out of those, Denial of Service (DoS) causes serious impact to these interconnected systems. It happened so, because the server remains busy with the fake requests sent from the attackers by serving those fake requests. So, to increase the efficiency it is important to detect and prevent DoS attacks. In this paper, we present a DoS attack detection system that uses Multivariate Correlation Analysis (MCA) for accurate network traffic characterization by extracting the geometrical correlations between network traffic features. Our MCA based DoS attack detection system uses anomaly-based detection technique to recognize the attack. This makes our solution capable of detecting known and unknown DoS attacks effectively by learning the patterns of legitimate network traffic only. Moreover, our system uses Triangle Area Map which is capable of speed up the process of MCA. The effectiveness of our proposed detection system is evaluated using KDD Cup 99 dataset, and the influences of both non-normalized data and normalized data on the performance of the proposed detection system are examined.

Keywords

Denial of Service (DOS) attack, Multivariate Correlation Analysis (MCA), network traffic, normalized data, Triangle Area Map.

Citations

IRE Journals:
CHAMAKURI MADHURIMA , Chintakrindi Geaya Sri , Bitra Srilatha , Jonnadula Raja Sri , Ch.Vijayananda Ratnam "DoS Attack Detection System Using Multivariate Correlation Analysis" Iconic Research And Engineering Journals Volume 1 Issue 9 2018 Page 166-170

IEEE:
CHAMAKURI MADHURIMA , Chintakrindi Geaya Sri , Bitra Srilatha , Jonnadula Raja Sri , Ch.Vijayananda Ratnam "DoS Attack Detection System Using Multivariate Correlation Analysis" Iconic Research And Engineering Journals, 1(9)