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Multi-Level based Application Traffic Classification Method  

Oh, Young-Suk (고려대학교 컴퓨터정보학과)
Park, Jun-Sang (고려대학교 컴퓨터정보학과)
Yoon, Sung-Ho (고려대학교 컴퓨터정보학과)
Park, Jin-Wan (고려대학교 컴퓨터정보학과)
Lee, Sang-Woo (고려대학교 컴퓨터정보학과)
Kim, Myung-Sup (고려대학교 컴퓨터정보학과)
Abstract
Recently as the number of users and application traffic is increasing on high speed network, the importance of application traffic classification is growing more and more for efficient network resource management. Although a number of methods and algorithms for traffic classification have been introduced, they have some limitations in terms of accuracy and completeness. In this paper we propose an application traffic classification based multi-level architecture which integrates several signature-based methods and behavior algorithm, and analyzes traffic using correlation among traffic flows. By strengthening the strength and making up for the weakness of individual methods we could construct a flexible and robust multi-level classification system. Also, by experiments with our campus network traffic we proved the performance and validity of the proposed mechanism.
Keywords
Multi-Level Traffic Classification; Signature-based; Correlation Algorithm;
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Times Cited By KSCI : 2  (Citation Analysis)
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1 Thomas Karagiannis, Konstantina Papagiannaki, and Michalis Faloutsos. "BLINC: Multilevel Traffic Classification in the Dark," Proc. of SIGCOMM 2005, Philadelphia, PA, Aug. 22-26, 2005.
2 W. Li et al. "Efficient application idenlÍfication and the temporal and spatial stability of classification schema", Computer Networks, 2009.doi:10.1016/j.comnet. 2008.11.016.   DOI   ScienceOn
3 Thomas Karagiannis, Konstantina Papagiannaki, Michalis Faloutsos. "BLINC: Multilevel Traffic Classification in the Dark", Proc. of SIGCOMM 2005, Philadelphia, PA, Aug. 22-26, 2005.
4 IANA port number list, IANA, http://www.iana.org/assignments/port-numbers.
5 Jian Zhang and Andrew Moore, "Traffic Trace Artifacts due to Monitoring Via Port Mirroring," Proc. of the IEEF/IFIP Workshop onEnd-to-End Monitoring Techniques and Services (E2EMON) 2007, Munich, Germany, May 21, 2007.
6 Risso, F. Baldi, M. Morandi, O. Baldini, A. Monclus, P. "Lightweight, Payload-Based Traffic Classification: An Experimental Evaluatìon," Proc. of the Communications, 2008. ICC '08. IEEE International Conference, 2008.
7 Jeffrey Erman, Martin Arlitt, Anirban Mahanti, "Traffic Classification Using Clustering Algorithms," Proc. of SIGCOMM Workshop on Mining network data, Pisa, Italy, Sep. 2006, pp.281-286.
8 Andrew W. Moore and Denis Zuev, "Internet Traffic Classification Using Bayesian Analysis Techniques," Proc. of the ACM SIGMETRICS, Banff, Canada, Jun. 2005.
9 S. Sen, J. Wang, "Analyzing peer-to-peer traffic across large networks", Internet Measurement Conference (IMC), Proc. of the 2nd ACM SIGCOMM Workshop on lnternet measurement, pp.137-150, 2002.
10 Myung-Sup Kim, Young J.Won, James Won-Ki Hong, "Application-Level Traffic Monitoring and an Analysis on IP Networks", ETRI Journal Vol.27, No.1, Feb. 2005.   과학기술학회마을
11 Liu, Hui Fen, Wenfeng Huang, Yongfeng Li, Xing "Accurate Traffic Classification", Networking, Architecture, and Storage, 2007. NAS 2007. International Conference.
12 Sung-Ho Yoon, Jun-Sang Park, Jin-Wan Park, Sang-woo Lee, Myung-Sup Kim, "Fixed IP-port based Application-Level Internet Traffic Classification" , 정보처리학회논문지 C 제17-C권제2호, April. 2010, pp.205-214.
13 Jin-wan Park, Sung-ho Yoon, Jun-sang Park, Sang-woo Lee, Myung-sup Kim, "Statistic Signature based Application Traffic Classification", Vol.34, No.11, Nov. 2009, pp.1234-1244.
14 Jun-Sang Park, Jin-Wan Parκ, Sung-Ho Yoon, Hyun-Shin Lee, Myung-Sup Kim, "Developmen of Signature Generation and Update System for Application-level Traffic Classification" 정보처리학회논문지 C 제17-C권 제1호, Feb. 2010, pp. 99-108.
15 Byung-Chul Park, Young J. Won, Myung-Sup Kim, James W. Hong, "Towards Automated Application Signature Generation for Traffic Identification," Proc. of the IEEF/IFIP Network Operations and Management Symposium(NOMS) 2008, Salvador, Bahia, Brazil, pp.160-167, April. 7-11, 2008.
16 Hyun-chul Kim, kc claffy, Marina Fomenkov, Dhiman Barman, Michalis Faloutsos, Kì-young Lee, "Internet Traffic Classification Demystified: Myths, Caveats, and the Best Practices" Proc. of ACM SIGCOMM CoNEXT, Madrid, Spain, Dec, 2008