Title :
Intrusion detection system using Discrete Fourier Transform
Author :
Chimedtseren, Enkhbold ; Iwai, Keisuke ; Tanaka, Hidema ; Kurokawa, Takakazu
Author_Institution :
Dept. of Comput. Sci., Nat. Defence Acad. of Japan, Kanagawa, Japan
Abstract :
Intrusion Detection System (IDS) detects attacks using pattern files which are known as “signature”. Effectiveness of detection depends on the kind of signature. In this paper, we propose a signature generation method using Discrete Fourier Transformed regards payload between client and server as discrete waveform. Regarding normal communication spectrum as noise, we can clarify the characteristics of attack sessions. From the viewpoint of spectrum analysis, our method detect unknown attack session. The proposed method simulated using Kyoto2006+ dataset which is currently used as intrusion detection evaluation. As the result, we have 5% of false positives for detecting attacks.
Keywords :
discrete Fourier transforms; security of data; IDS; Kyoto2006+ dataset; attack session characteristics; discrete Fourier transform; discrete waveform; intrusion detection evaluation; intrusion detection system; normal communication spectrum; signature generation method; signature pattern file; spectrum analysis viewpoint; Discrete Fourier transforms; Feature extraction; Intrusion detection; Monitoring; Payloads; Servers; Spectral analysis;
Conference_Titel :
Computational Intelligence for Security and Defense Applications (CISDA), 2014 Seventh IEEE Symposium on
Conference_Location :
Hanoi
DOI :
10.1109/CISDA.2014.7035624