| Presentation | 2016-07-14 Evaluation of Clustering Analysis Based on Malware Traffic Model Mitsuhiro Hatada, Tatsuya Mori, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A vast number of new malware samples have been developed for decades, and antivirus software may fail to detect evasive attacks. If we can identify that the activity of unknown malware is close to the activity of known malware, it is effective to prioritize countermeasure against different unknown malware. In this paper, we aim to build a model of malware traffic model and evaluate clustering analysis by unsupervised learning, DBSCAN. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Malware / Dynamic analysis / Traffic model / Unsupervised learning |
| Paper # | ISEC2016-24,SITE2016-18,ICSS2016-24,EMM2016-32 |
| Date of Issue | 2016-07-07 (ISEC, SITE, ICSS, EMM) |
| Conference Information | |
| Committee | EMM / ISEC / SITE / ICSS / IPSJ-CSEC / IPSJ-SPT |
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| Conference Date | 2016/7/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | security, etc |
| Chair | Akinori Ito(Tohoku Univ.) / Masahiro Mambo(Kanazawa Univ.) / Hitoshi Okada(NII) / Yutaka Miyake(KDDI R&D Labs.) |
| Vice Chair | Masaki Kawamura(Yamaguchi Univ.) / Hirohisa Hioki(Kyoto Univ.) / Kazuto Ogawa(NHK) / Atsushi Fujioka(Kanagawa Univ.) / Tetsuya Morizumi(Kanagawa Univ.) / Masaru Ogawa(Kobe Gakuin Univ.) / Yoshiaki Shiraishi(Kobe Univ.) / Takeshi Ueda(Mitsubishi Electric) |
| Secretary | Masaki Kawamura(Nagasaki Univ.) / Hirohisa Hioki(Osaka Pref. Univ.) / Kazuto Ogawa(Toshiba) / Atsushi Fujioka(Tohoku Univ.) / Tetsuya Morizumi(Kyushu Univ.) / Masaru Ogawa(Gifu Shotoku Gakuen Univ.) / Yoshiaki Shiraishi(NII) / Takeshi Ueda(Yokohama National Univ.) |
| Assistant | Rui Shogenji(Shizuoka Univ.) / Masaaki Fujiyoshi(Tokyo Metropolitan Univ.) / Toshihiro Ohigashi(Tokai Univ.) / Yuuji Suga(IIJ) / Atsuo Inomata(Tokyo Denki Univ.) / Kanako Kawaguchi(Tokyo Univ. of the Arts) / Kazunori Kamiya(NTT) / Takahiro Kasama(NICT) |
| Paper Information | |
| Registration To | Technical Committee on Enriched MultiMedia / Technical Committee on Information Security / Technical Committee on Social Implications of Technology and Information Ethics / Technical Committee on Information and Communication System Security / Special Interest Group on Computer Security / Special Interest Group on Security Psychology and Trust |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Evaluation of Clustering Analysis Based on Malware Traffic Model |
| Sub Title (in English) | |
| Keyword(1) | Malware |
| Keyword(2) | Dynamic analysis |
| Keyword(3) | Traffic model |
| Keyword(4) | Unsupervised learning |
| 1st Author's Name | Mitsuhiro Hatada |
| 1st Author's Affiliation | Waseda University/NTT Communications Corporation(Waseda Univ./NTT Communications) |
| 2nd Author's Name | Tatsuya Mori |
| 2nd Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2016-07-14 |
| Paper # | ISEC2016-24,SITE2016-18,ICSS2016-24,EMM2016-32 |
| Volume (vol) | vol.116 |
| Number (no) | ISEC-129,SITE-130,ICSS-131,EMM-132 |
| Page | pp.pp.59-64(ISEC), pp.59-64(SITE), pp.59-64(ICSS), pp.59-64(EMM), |
| #Pages | 6 |
| Date of Issue | 2016-07-07 (ISEC, SITE, ICSS, EMM) |