| Presentation | 2014-11-28 Detecting Backscatter of DDoS Attacks from Darknet Traffic Nobuaki FURUTANI, Tao BAN, Junji NAKAZATO, Jumpei SHIMAMURA, Jun KITAZONO, Seiichi OZAWA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this work, we propose a method to quickly discriminate DDoS backscatter packets from those of other traffic observed by darknet sensors (i.e., backscatter or non-backscatter). Upon the packets that are sent by a host towards the monitored darknet during a short time-window, we define 12 descriptive features, which are then input to an SVM classifier for classification.In the experiments, we use TCP packets sent from port 80 and UDP packets sent from port 53 as the training and testing data, because of the easiness to label them based on domain knowledge. Experiments showed promising results on these two ports. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | network security / DDoS attacks / machine learning / Support Vector Machine |
| Paper # | ICSS2014-59 |
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| Conference Information | |
| Committee | ICSS |
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| Conference Date | 2014/11/20(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Information and Communication System Security (ICSS) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Detecting Backscatter of DDoS Attacks from Darknet Traffic |
| Sub Title (in English) | |
| Keyword(1) | network security |
| Keyword(2) | DDoS attacks |
| Keyword(3) | machine learning |
| Keyword(4) | Support Vector Machine |
| 1st Author's Name | Nobuaki FURUTANI |
| 1st Author's Affiliation | Guraduate School of Engineering, Kobe University() |
| 2nd Author's Name | Tao BAN |
| 2nd Author's Affiliation | National Institute of Information and Communications Technology |
| 3rd Author's Name | Junji NAKAZATO |
| 3rd Author's Affiliation | National Institute of Information and Communications Technology |
| 4th Author's Name | Jumpei SHIMAMURA |
| 4th Author's Affiliation | clwit Inc. |
| 5th Author's Name | Jun KITAZONO |
| 5th Author's Affiliation | Guraduate School of Engineering, Kobe University |
| 6th Author's Name | Seiichi OZAWA |
| 6th Author's Affiliation | Guraduate School of Engineering, Kobe University |
| Date | 2014-11-28 |
| Paper # | ICSS2014-59 |
| Volume (vol) | vol.114 |
| Number (no) | 340 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |