Presentation | 2009-07-17 Visualizing and Classifying Internet Traffic based on Connection Patterns Yosuke HIMURA, Kensuke FUKUDA, Kenjiro CHO, Hiroshi ESAKI, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this technical report, we develop a visualization tool of Internet traffic based on connection patterns for additional information of anomaly detection reports. The connection pattern is defined as information aggregated from flows generated by a certain host; it represents how the 5-tuples are correlated each other. We evaluate our tool by using anomaly detection algorithm based on Sketch and the multi-scale gamma model with MAWI real-traffic traces. The main result of the visualization and investigation of anomaly traffic is as follows: (a) efficient profiling of anomaly traffic, (b) identification of anomaly traffic by using visualized connection patterns, (c) support for identifing unknown traffic and finding misclassified traffic. We aim to construct a database of anomaly traffic, and to automatically tune parameters of network anomaly detection and classification methods. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | traffic analysis / network anomaly detection / traffic classification |
Paper # | IA2009-27 |
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Committee | IA |
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Conference Date | 2009/7/10(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Internet Architecture(IA) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Visualizing and Classifying Internet Traffic based on Connection Patterns |
Sub Title (in English) | |
Keyword(1) | traffic analysis |
Keyword(2) | network anomaly detection |
Keyword(3) | traffic classification |
1st Author's Name | Yosuke HIMURA |
1st Author's Affiliation | The University of Tokyo() |
2nd Author's Name | Kensuke FUKUDA |
2nd Author's Affiliation | National Institute of Informatics:PRESTO, JST |
3rd Author's Name | Kenjiro CHO |
3rd Author's Affiliation | Internet Initiative Japan |
4th Author's Name | Hiroshi ESAKI |
4th Author's Affiliation | The University of Tokyo |
Date | 2009-07-17 |
Paper # | IA2009-27 |
Volume (vol) | vol.109 |
Number (no) | 137 |
Page | pp.pp.- |
#Pages | 6 |
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