| Presentation | 2017-03-06 Impact Evaluation of Sketch Schemes on Traffic Anomaly Detection Accuracy Masamichi Yoshioka, Takefumi Hiraguri, Hideaki Yoshino, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Evolution and popularization of mobile devices such as smartphones and tablets lead to the drastic increase of internet traffic in recent years. Network monitoring for high speed networks shared by the increasing traffic becomes crucial issue. Especially, anomaly traffic detection technology for high speed network is one of the most important issues, because the cyber-attacks such as worm, port scan, and DDoS attack have been more serious. In this study, we focus on sketch schemes of data reduction methods for anomaly traffic detection, which become essential in the high speed network. Previous studies on sketch schemes neglected to fully clarify the impact of the sketch parameters on the anomaly detection performance. This study verified the processing time and traffic anomaly detection accuracy using the Bollinger-Band with a sketch as a function of two sketch parameters: the number of hash functions and hash table size. The range of the two sketch parameters was clarified in terms of the processing time and F-measure, which evaluates both the false positive and false negative rates. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Traffic Anomaly / Sketch / Bollinger Band / High Speed Network |
| Paper # | CQ2016-119 |
| Date of Issue | 2017-02-27 (CQ) |
| Conference Information | |
| Committee | MVE / IE / CQ / IMQ |
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| Conference Date | 2017/3/6(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyusyu Univ. Ohashi Campus |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Five senses media, Multimedia, Virtual Environment, Image encoding, Ultra realistic, Network quality and reliability, Image media quality, etc. |
| Chair | Yoshinari Kameda(Univ. of Tsukuba) / Seishi Takamura(NTT) / Kyoko Yamori(Asahi Univ.) / Yuukou Horita(Univ. of Toyama) |
| Vice Chair | Kenji Mase(Nagoya Univ.) / Takayuki Hamamoto(Tokyo Univ. of Science) / Atsuro Ichigaya(NHK) / Takanori Hayashi(NTT) / Hideyuki Shimonishi(NEC) / Kenji Sugiyama(Seikei Univ.) / Toshiya Nakaguchi(Chiba Univ.) |
| Secretary | Kenji Mase(Kyushu Univ.) / Takayuki Hamamoto(Kyoto Univ.) / Atsuro Ichigaya(NTT) / Takanori Hayashi(NTT) / Hideyuki Shimonishi(Chiba Inst. of Tech.) / Kenji Sugiyama(Osaka Univ.) / Toshiya Nakaguchi(Keio Univ.) |
| Assistant | Hideaki Uchiyama(Kyushu Univ.) / Takatsugu Hirayama(Nagoya Univ.) / Ryosuke Aoki(NTT) / Kei Kawamura(KDDI R&D Labs.) / Keita Takahashi(Nagoya Univ.) / Hirantha Abeysekera(NTT) / Norihiro Fukumoto(KDDI R&D Labs.) / Shinichiro Saito(Sony) / Masaru Tsuchida(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Multimedia and Virtual Environment / Technical Committee on Image Engineering / Technical Committee on Communication Quality / Technical Committee on Image Media Quality |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Impact Evaluation of Sketch Schemes on Traffic Anomaly Detection Accuracy |
| Sub Title (in English) | |
| Keyword(1) | Traffic Anomaly |
| Keyword(2) | Sketch |
| Keyword(3) | Bollinger Band |
| Keyword(4) | High Speed Network |
| 1st Author's Name | Masamichi Yoshioka |
| 1st Author's Affiliation | Nippon Institute of Technology(NIT) |
| 2nd Author's Name | Takefumi Hiraguri |
| 2nd Author's Affiliation | Nippon Institute of Technology(NIT) |
| 3rd Author's Name | Hideaki Yoshino |
| 3rd Author's Affiliation | Nippon Institute of Technology(NIT) |
| Date | 2017-03-06 |
| Paper # | CQ2016-119 |
| Volume (vol) | vol.116 |
| Number (no) | CQ-497 |
| Page | pp.pp.49-54(CQ), |
| #Pages | 6 |
| Date of Issue | 2017-02-27 (CQ) |