| Presentation | 2016-11-25 Discussion and Evaluation on Regeneration of New Kyoto 2006+ Data Set Ryunosuke Tada, Ryotaro Kobayashi, Hajime Shimada, Hiroki Takakura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Network-based Intrusion Detection Systems (NIDSs) are used to counteract cyber-attacks, and thus various studies have been conducted on high-performance NIDSs based on machine learning techniques. In the field of intrusion detection, we have famous datasets for evaluation like: DARPA Intrusion Detection Data Sets, KDD Cup 1999 Data, and Kyoto 2006+ Data Set. However, these datasets do not reflect recent trends of cyber-attacks, and moreover they lack long-period observation. For this reason, we refine Kyoto 2006+ Data Set from the same traffic data as the old one with the latest version of tools. In addition, we evaluated the new dataset by applying several machine learning techniques and comparing the classification results of the old and new datasets. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Intrusion Detection / Network-based Intrusion Detection System / Honeypot Data |
| Paper # | ICSS2016-42 |
| Date of Issue | 2016-11-18 (ICSS) |
| Conference Information | |
| Committee | ICSS |
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| Conference Date | 2016/11/25(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Institute of Information Security |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information and Communication System Security, etc. |
| Chair | Yutaka Miyake(KDDI R&D Labs.) |
| Vice Chair | Yoshiaki Shiraishi(Kobe Univ.) / Takeshi Ueda(Mitsubishi Electric) |
| Secretary | Yoshiaki Shiraishi(NII) / Takeshi Ueda(Yokohama National Univ.) |
| Assistant | Kazunori Kamiya(NTT) / Takahiro Kasama(NICT) |
| Paper Information | |
| Registration To | 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) | Discussion and Evaluation on Regeneration of New Kyoto 2006+ Data Set |
| Sub Title (in English) | |
| Keyword(1) | Intrusion Detection |
| Keyword(2) | Network-based Intrusion Detection System |
| Keyword(3) | Honeypot Data |
| 1st Author's Name | Ryunosuke Tada |
| 1st Author's Affiliation | Toyohashi University of Technology(Toyohashi Univ. of Tech.) |
| 2nd Author's Name | Ryotaro Kobayashi |
| 2nd Author's Affiliation | Toyohashi University of Technology(Toyohashi Univ. of Tech.) |
| 3rd Author's Name | Hajime Shimada |
| 3rd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 4th Author's Name | Hiroki Takakura |
| 4th Author's Affiliation | National Institute of Informatics(NII) |
| Date | 2016-11-25 |
| Paper # | ICSS2016-42 |
| Volume (vol) | vol.116 |
| Number (no) | ICSS-328 |
| Page | pp.pp.21-26(ICSS), |
| #Pages | 6 |
| Date of Issue | 2016-11-18 (ICSS) |