| Presentation | 2019-06-07 Development of System to Analyze Aggressive Communication Using Self-Organizing Map and Convolutional Neural Network Akifumi Iwasa, Hikofumi Suzuki, Takumi Uchiyama, Tetsuya ui, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, the importance of the Internet is increasing. However, DoS / DDoS attacks is increasing. It is difficult to detect. So, we analyze the network traffic log as a way to defend. Therefore, if we can analyze these attacks from traffic logs, we can use them to improve security. We visualized the network traffic log by Self-Organizing Maps (SOM). We detect highly aggressive communication using Convolutional Neural Network (CNN) which is one of machine learning methods. In this paper, we describe about detection of suspicious traffic and development of system. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | security / DoS/DDoS / traffic log / Self-Organizing Maps (SOM) / Convolutional Neural Network(CNN) |
| Paper # | IA2019-8,ICSS2019-8 |
| Date of Issue | 2019-05-30 (IA, ICSS) |
| Conference Information | |
| Committee | IA / ICSS |
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| Conference Date | 2019/6/6(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Research Institute for Electrical Communication, Tohoku University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Internet Security, etc. |
| Chair | Hiroyuki Osaki(Kwansei Gakuin Univ.) / Hiroki Takakura(NII) |
| Vice Chair | Rei Atarashi(IIJ) / Toru Kondo(Hiroshima Univ.) / Hiroshi Yamamoto(Ritsumeikan Univ.) / Katsunari Yoshioka(Yokohama National Univ.) / Kazunori Kamiya(NTT) |
| Secretary | Rei Atarashi(Kwansei Gakuin Univ.) / Toru Kondo(KDDI Research) / Hiroshi Yamamoto(NEC) / Katsunari Yoshioka(NICT) / Kazunori Kamiya(KDDI labs.) |
| Assistant | Kenji Ohira(Tokushima Univ.) / Daiki Nobayashi(Kyushu Inst. of Tech.) / Ryohei Banno(Tokyo Inst. of Tech.) / Keisuke Kito(Mitsubishi Electric) / Toshihiro Yamauchi(Okayama Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Internet Architecture / Technical Committee on Information and Communication System Security |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of System to Analyze Aggressive Communication Using Self-Organizing Map and Convolutional Neural Network |
| Sub Title (in English) | |
| Keyword(1) | security |
| Keyword(2) | DoS/DDoS |
| Keyword(3) | traffic log |
| Keyword(4) | Self-Organizing Maps (SOM) |
| Keyword(5) | Convolutional Neural Network(CNN) |
| 1st Author's Name | Akifumi Iwasa |
| 1st Author's Affiliation | Shinshu University(Shinshu Univ.) |
| 2nd Author's Name | Hikofumi Suzuki |
| 2nd Author's Affiliation | Shinshu University(Shinshu Univ.) |
| 3rd Author's Name | Takumi Uchiyama |
| 3rd Author's Affiliation | Shinshu University(Shinshu Univ.) |
| 4th Author's Name | Tetsuya ui |
| 4th Author's Affiliation | NEC Corporation(NEC) |
| Date | 2019-06-07 |
| Paper # | IA2019-8,ICSS2019-8 |
| Volume (vol) | vol.119 |
| Number (no) | IA-69,ICSS-70 |
| Page | pp.pp.37-41(IA), pp.37-41(ICSS), |
| #Pages | 5 |
| Date of Issue | 2019-05-30 (IA, ICSS) |