| Presentation | 2016-12-15 An Analysis of Network Traffic Features with Autoencoder Akira Sonobe, Kensuke Fukuda, Hiroshi Esaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | For anomaly detection in network traffic, it is needed to select effective features of network traffic. In this presentation, we discuss a method for extracting the features with autoencoder which is one of neural networks. We also evaluate this method with traffic time series, compared to principal component analysis. We finally discuss different approaches to reduce dimension and extract features. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Autoencoder / PCA / Internet traffic / Feature extraction |
| Paper # | IA2016-67 |
| Date of Issue | 2016-12-08 (IA) |
| Conference Information | |
| Committee | IA / IN |
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| Conference Date | 2016/12/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hiroshima city university |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Performance Analysis and Simulation, Robustness, Traffic and Throughput Measurement, Quality of Service (QoS) Control, Congestion Control, Overlay Network/P2P, IPv6, Multicast, Routing, DDoS, etc. |
| Chair | Ken-ichi Yoshida(Univ. of Tsukuba) / Katsunori Yamaoka(Tokyo Inst. of Tech.) |
| Vice Chair | Hiroyuki Osaki(Kwansei Gakuin Univ.) / Masahiro Jibiki(NICT) / Tomoki Yoshihisa(Osaka Univ.) / Takuji Kishida(NTT) |
| Secretary | Hiroyuki Osaki(Tokyo Inst. of Tech.) / Masahiro Jibiki(Ritsumeikan Univ.) / Tomoki Yoshihisa(KDDI R&D Labs.) / Takuji Kishida(NTT) |
| Assistant | Yusuke Sakumoto(Tokyo Metropolitan Univ.) / Yuichiro Hei(KDDI R&D Labs.) / Toshiki Watanabe(NEC) / Kunitake Kaneko(Keio Univ.) / Takashi Natsume(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Internet Architecture / Technical Committee on Information Networks |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Analysis of Network Traffic Features with Autoencoder |
| Sub Title (in English) | |
| Keyword(1) | Autoencoder |
| Keyword(2) | PCA |
| Keyword(3) | Internet traffic |
| Keyword(4) | Feature extraction |
| 1st Author's Name | Akira Sonobe |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Kensuke Fukuda |
| 2nd Author's Affiliation | National Institute of Informatics(NII) |
| 3rd Author's Name | Hiroshi Esaki |
| 3rd Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2016-12-15 |
| Paper # | IA2016-67 |
| Volume (vol) | vol.116 |
| Number (no) | IA-362 |
| Page | pp.pp.23-28(IA), |
| #Pages | 6 |
| Date of Issue | 2016-12-08 (IA) |