Presentation | 2016-05-19 IDS using Discrete Fourier Transform with window functions Yusuke Tsuge, Keisuke Iwai, Hidema Tanaka, Takakazu Kurokawa, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | An Intrusion Detection System (IDS) is countermeasure against network attack. There are mainly two types of detections; signature-based and anomaly-based. Signature-based has false negatives and anomaly-based has false positives. Therefore establishment of a method to reduce these types of false has become an issue of IDS. In this paper, we propose a new detection method in anomaly-based using Discrete Fourier Transform(DFT) with window functions. In this method, we assume fluctuation of payload in normal sessions as random. On the other hand, we can see fluctuation in attack sessions have bias. From the view point of spectrum analysis for these fluctuations, we can find out characteristic spectrum peaks in attack session. Using this feature, we can detect attack sessions. Example detecting against Kyoto2006+ Dataset shows 12.0% false positive at most, and 0.0 % of false negative. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | IDS |
Paper # | ISEC2016-2 |
Date of Issue | 2016-05-12 (ISEC) |
Conference Information | |
Committee | ISEC |
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Conference Date | 2016/5/19(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Kikai-Shinko-Kaikan Bldg. |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Yukiyasu Tsunoo(NEC) |
Vice Chair | Masahiro Mambo(Kanazawa Univ.) / Kazuto Ogawa(NHK) |
Secretary | Masahiro Mambo(AIST) / Kazuto Ogawa(Toshiba) |
Assistant | Tetsuya Izu(Fujitsu Lab.) / Takaaki Mizuki(Tohoku Univ.) / Noritaka Yamashita(NEC) |
Paper Information | |
Registration To | Technical Committee on Information Security |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | IDS using Discrete Fourier Transform with window functions |
Sub Title (in English) | |
Keyword(1) | IDS |
Keyword(2) | |
Keyword(3) | |
1st Author's Name | Yusuke Tsuge |
1st Author's Affiliation | National Defense Academy(NDA) |
2nd Author's Name | Keisuke Iwai |
2nd Author's Affiliation | National Defense Academy(NDA) |
3rd Author's Name | Hidema Tanaka |
3rd Author's Affiliation | National Defense Academy(NDA) |
4th Author's Name | Takakazu Kurokawa |
4th Author's Affiliation | National Defense Academy(NDA) |
Date | 2016-05-19 |
Paper # | ISEC2016-2 |
Volume (vol) | vol.116 |
Number (no) | ISEC-35 |
Page | pp.pp.5-11(ISEC), |
#Pages | 7 |
Date of Issue | 2016-05-12 (ISEC) |