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Volumn 64, Issue 9-12, 2007, Pages 1194-1213

Offline/realtime traffic classification using semi-supervised learning

Author keywords

Internet traffic classification; Machine learning; Realtime classification; Semi supervised learning

Indexed keywords

CLASSIFICATION (OF INFORMATION); INTERNET; REAL TIME CONTROL; SUPERVISED LEARNING;

EID: 34548118248     PISSN: 01665316     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.peva.2007.06.014     Document Type: Article
Times cited : (257)

References (32)
  • 1
    • 12244300524 scopus 로고    scopus 로고
    • S. Basu, M. Bilenko, R. Mooney, A probabilistic framework for semi-supervised clustering, in: Proc. KDD '04, Seattle, USA, August 2004
  • 2
    • 77953868170 scopus 로고    scopus 로고
    • L. Bernaille, R. Teixeira, K. Salamatian, Early application identification, in: CoNEXT'06, Lisboa, Portugal, December 2006
  • 3
    • 34548139118 scopus 로고    scopus 로고
    • Cache logic. Peer-to-Peer in 2005. http://www.cachelogic.com/home/pages/research/p2p2005.php 2005
  • 4
    • 33749252873 scopus 로고    scopus 로고
    • Chapelle O., Schölkopf B., and Zien A. (Eds), MIT Press, Cambridge, USA
    • In: Chapelle O., Schölkopf B., and Zien A. (Eds). Semi-Supervised Learning (2006), MIT Press, Cambridge, USA
    • (2006) Semi-Supervised Learning
  • 5
    • 84871993728 scopus 로고    scopus 로고
    • Cisco NetFlow. http://www.cisco.com/warp/public/732/tech/netflow
    • Cisco NetFlow
  • 6
    • 1942452771 scopus 로고    scopus 로고
    • F. Cozman, I. Cohen, M. Cirelo, Semi-supervised learning of mixture models, in: ICML'03, Washington, USA, August 2003
  • 9
    • 34548128550 scopus 로고    scopus 로고
    • N. Duffield, C. Lund, M. Thorup, Flow sampling under hard resource constraints, in: SIGMETRICS'04, New York, USA, June 2004
  • 10
    • 35348815604 scopus 로고    scopus 로고
    • J. Erman, M. Arlitt, A. Mahanti, C. Williamson, Identifying and discriminating between web and peer-to-peer traffic in the network core, in: WWW'07, Banff, Canada, May 2007
  • 11
    • 34248358287 scopus 로고    scopus 로고
    • J. Erman, M. Arlitt, A. Mahanti, Traffic classification using clustering algorithms, in: SIGCOMM'06 MineNet Workshop, Pisa, Italy, September 2006
  • 12
    • 34548264165 scopus 로고    scopus 로고
    • J. Erman, A. Mahanti, M. Arlitt, Byte me: The case for byte accuracy in traffic classification, in: SIGMETRICS'07 MineNet Workshop, San Diego, USA, June 2007
  • 13
    • 34548141962 scopus 로고    scopus 로고
    • C. Estan, K. Keys, D. Moore, G. Varghese, Building a better NetFlow, in: SIGCOMM '04, Portland, USA, August 2004
  • 15
    • 29244451861 scopus 로고    scopus 로고
    • P. Haffner, S. Sen, O. Spatscheck, D. Wang, ACAS: Automated construction of application signatures, in: SIGCOMM'05 MineNet Workshop, Philadelphia, USA, August 2005
  • 17
    • 14944345677 scopus 로고    scopus 로고
    • T. Karagiannis, A. Broido, M. Faloutsos, K. claffy, Transport layer identification of P2P traffic, in: IMC'04, Taormina, Italy, October 2004
  • 18
    • 34548125527 scopus 로고    scopus 로고
    • T. Karagiannis, K. Papagiannaki, M. Faloutsos, BLINC: Multilevel traffic classification in the dark, in: SIGCOMM'05, Philadelphia, USA, August 2005
  • 19
    • 84878744709 scopus 로고    scopus 로고
    • R. Kompella, C. Estan, The power of slicing in internet flow measurement, in: IMC'05, Berkeley, USA, October 2005
  • 20
    • 34249790654 scopus 로고    scopus 로고
    • J. Ma, K. Levchenko, C. Krebich, S. Savage, G. Voelker, Unexpected means of protocol inference, in: IMC'06, Rio de Janeiro, Brasil, October 2006
  • 21
    • 34548141960 scopus 로고    scopus 로고
    • A. McGregor, M. Hall, P. Lorier, J. Brunskill, Flow clustering using machine learning techniques, in: PAM'04, Antibes Juan-les-Pins, France, April 2004
  • 22
    • 34548128549 scopus 로고    scopus 로고
    • A. Moore, K. Papagiannaki, Toward the accurate identification of network applications, in: PAM'05, Boston, USA, March 2005
  • 23
    • 34548118901 scopus 로고    scopus 로고
    • A.W. Moore, D. Zuev, Internet traffic classification using bayesian analysis techniques, in: SIGMETRIC'05, Banff, Canada, June 2005
  • 24
    • 14944376803 scopus 로고    scopus 로고
    • T. Mori, M. Uchida, R. Kawahara, J. Pan, S. Goto, Identifying elephant flows through periodically sampled packets, in: IMC '04, Taormina, Italy, October 2004
  • 25
    • 0033295259 scopus 로고    scopus 로고
    • Bro: A system for detecting network intruders in real-time
    • Paxson V. Bro: A system for detecting network intruders in real-time. Computer Networks 31 23-24 (1999) 2435-2463
    • (1999) Computer Networks , vol.31 , Issue.23-24 , pp. 2435-2463
    • Paxson, V.1
  • 26
    • 0028491368 scopus 로고    scopus 로고
    • Empirically-derived analytic models of wide-area TCP connections
    • Paxson V. Empirically-derived analytic models of wide-area TCP connections. IEEE/ACM Transactions on Networking 2 4 (1998) 316-336
    • (1998) IEEE/ACM Transactions on Networking , vol.2 , Issue.4 , pp. 316-336
    • Paxson, V.1
  • 27
    • 14944383480 scopus 로고    scopus 로고
    • M. Roughan, S. Sen, O. Spatscheck, N. Duffield, Class-of-service mapping for QoS: A statistical signature-based approach to IP traffic classification, in: IMC'04, Taormina, Italy, October 2004
  • 28
    • 19944406146 scopus 로고    scopus 로고
    • S. Sen, O. Spatscheck, D. Wang, Accurate, scalable in-network identification of P2P traffic using application signatures, in: WWW'04, New York, USA, May 2004
  • 29
    • 2442537008 scopus 로고    scopus 로고
    • Analyzing peer-to-peer traffic across large networks
    • Sen S., and Wang J. Analyzing peer-to-peer traffic across large networks. IEEE/ACM Transactions on Networking 12 2 (2004) 219-232
    • (2004) IEEE/ACM Transactions on Networking , vol.12 , Issue.2 , pp. 219-232
    • Sen, S.1    Wang, J.2
  • 30
    • 33750283653 scopus 로고    scopus 로고
    • A preliminary performance comparison of five machine learning algorithms for practical IP traffic flow classification
    • Williams N., Zander S., and Armitrage G. A preliminary performance comparison of five machine learning algorithms for practical IP traffic flow classification. Computer Communication Review 30 October (2006) 5-16
    • (2006) Computer Communication Review , vol.30 , Issue.October , pp. 5-16
    • Williams, N.1    Zander, S.2    Armitrage, G.3
  • 31
    • 34548118902 scopus 로고    scopus 로고
    • K. Xu, Z.-L. Zhang, S. Bhattacharyya, Profiling internet backbone traffic: Behavior models and applications, in: SIGCOMM '05, Philadelphia, USA, August 2005
  • 32
    • 33751393658 scopus 로고    scopus 로고
    • S. Zander, T. Nguyen, G. Armitage, Automated traffic classification and application identification using machine learning, in: LCN'05, Sydney, Australia, November 2005


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.