QRP05-4: Internet Traffic Identification using Machine Learning

作者: Jeffrey Erman , Anirban Mahanti , Martin Arlitt

DOI: 10.1109/GLOCOM.2006.443

关键词:

摘要: We apply an unsupervised machine learning approach for Internet traffic identification and compare the results with that of a previously applied supervised machine learning approach. …

参考文章(15)
Anthony McGregor, Mark Hall, Perry Lorier, James Brunskill, Flow Clustering Using Machine Learning Techniques passive and active network measurement. ,vol. 3015, pp. 205- 214 ,(2004) , 10.1007/978-3-540-24668-8_21
Andrew W. Moore, Konstantina Papagiannaki, Toward the Accurate Identification of Network Applications Lecture Notes in Computer Science. pp. 41- 54 ,(2005) , 10.1007/978-3-540-31966-5_4
John Stutz, Peter Cheeseman, Bayesian classification (AutoClass): theory and results knowledge discovery and data mining. pp. 153- 180 ,(1996)
Sebastian Zander, Thuy Nguyen, Grenville Armitage, Self-Learning IP Traffic Classification Based on Statistical Flow Characteristics Lecture Notes in Computer Science. ,vol. 3431, pp. 325- 328 ,(2005) , 10.1007/978-3-540-31966-5_26
Andrew W. Moore, Denis Zuev, Internet traffic classification using bayesian analysis techniques measurement and modeling of computer systems. ,vol. 33, pp. 50- 60 ,(2005) , 10.1145/1064212.1064220
Subhabrata Sen, Oliver Spatscheck, Dongmei Wang, Accurate, scalable in-network identification of p2p traffic using application signatures Proceedings of the 13th conference on World Wide Web - WWW '04. pp. 512- 521 ,(2004) , 10.1145/988672.988742
V. Paxson, Empirically derived analytic models of wide-area TCP connections IEEE ACM Transactions on Networking. ,vol. 2, pp. 316- 336 ,(1994) , 10.1109/90.330413
Jeffrey Erman, Martin Arlitt, Anirban Mahanti, Traffic classification using clustering algorithms Proceedings of the 2006 SIGCOMM workshop on Mining network data - MineNet '06. pp. 281- 286 ,(2006) , 10.1145/1162678.1162679
Thomas Karagiannis, Konstantina Papagiannaki, Michalis Faloutsos, BLINC: multilevel traffic classification in the dark acm special interest group on data communication. ,vol. 35, pp. 229- 240 ,(2005) , 10.1145/1080091.1080119
Patrick Haffner, Subhabrata Sen, Oliver Spatscheck, Dongmei Wang, ACAS: automated construction of application signatures acm special interest group on data communication. pp. 197- 202 ,(2005) , 10.1145/1080173.1080183