| Presentation | 2021-03-02 Detecting unknown malware families by anomaly detection using deep learning Ren Takeuchi, Shintaro Mizuno, Vo Ngoc Khoi Nguyen, Jun Tsuchiya, Masakatsu Nishigaki, Tetsushi Ohki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The analysis of malware has become an indispensable process for anti-malware. Malware is diversifying day by day, so that it is difficult to know whether a malware to be analyzed is a known malware or an unknown malware, and this is a hindrance to quick malware analysis. Therefore, in this paper, we propose a method to detect unknown malware families by extracting features from CNN trained only on known malware families and use those features for anomaly detection. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Malware / Anomaly Detection / Convolutional Neural Network |
| Paper # | ICSS2020-59 |
| Date of Issue | 2021-02-22 (ICSS) |
| Conference Information | |
| Committee | ICSS / IPSJ-SPT |
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| Conference Date | 2021/3/1(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, Trust, etc. |
| Chair | Hiroki Takakura(NII) |
| Vice Chair | Katsunari Yoshioka(Yokohama National Univ.) / Kazunori Kamiya(NTT) |
| Secretary | Katsunari Yoshioka(NICT) / Kazunori Kamiya(KDDI labs.) |
| Assistant | Keisuke Kito(Mitsubishi Electric) / Toshihiro Yamauchi(Okayama Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication System 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) | Detecting unknown malware families by anomaly detection using deep learning |
| Sub Title (in English) | |
| Keyword(1) | Malware |
| Keyword(2) | Anomaly Detection |
| Keyword(3) | Convolutional Neural Network |
| 1st Author's Name | Ren Takeuchi |
| 1st Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 2nd Author's Name | Shintaro Mizuno |
| 2nd Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 3rd Author's Name | Vo Ngoc Khoi Nguyen |
| 3rd Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 4th Author's Name | Jun Tsuchiya |
| 4th Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 5th Author's Name | Masakatsu Nishigaki |
| 5th Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 6th Author's Name | Tetsushi Ohki |
| 6th Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| Date | 2021-03-02 |
| Paper # | ICSS2020-59 |
| Volume (vol) | vol.120 |
| Number (no) | ICSS-384 |
| Page | pp.pp.195-200(ICSS), |
| #Pages | 6 |
| Date of Issue | 2021-02-22 (ICSS) |