메뉴 건너뛰기




Volumn 55, Issue 5, 2011, Pages 1083-1099

Analysis of the impact of sampling on NetFlow traffic classification

Author keywords

Machine learning; Network management; Traffic classification

Indexed keywords

ADAPTED METHODS; MACHINE-LEARNING; NETFLOW DATA; NETFLOWS; NETWORK OPERATOR; PACKET-BASED; TRAFFIC CLASSIFICATION;

EID: 79952438076     PISSN: 13891286     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.comnet.2010.11.002     Document Type: Article
Times cited : (87)

References (57)
  • 5
    • 33845234542 scopus 로고    scopus 로고
    • Toward the accurate identification of network applications
    • March
    • A. Moore, K. Papagiannaki, Toward the accurate identification of network applications, in: Proceedings of PAM Conference, March, 2005.
    • (2005) Proceedings of PAM Conference
    • Moore, A.1    Papagiannaki, K.2
  • 6
    • 19944406146 scopus 로고    scopus 로고
    • Scalable in-network identification of P2P traffic using application signatures
    • May
    • S. Sen, O. Spatscheck, D. Wang, Accurate, scalable in-network identification of P2P traffic using application signatures, in: Proceedings of WWW Conference, May, 2004.
    • (2004) Proceedings of WWW Conference
    • Sen, S.1    Spatscheck, O.2    Wang, D.3    Accurate4
  • 7
    • 33846098197 scopus 로고    scopus 로고
    • Bayesian neural networks for Internet traffic classification
    • T. Auld, A. Moore, and S. Gull Bayesian neural networks for Internet traffic classification IEEE Trans. Neural Networks 18 1 2007
    • (2007) IEEE Trans. Neural Networks , vol.18 , Issue.1
    • Auld, T.1    Moore, A.2    Gull, S.3
  • 8
    • 48749130030 scopus 로고    scopus 로고
    • Traffic classification through simple statistical fingerprinting
    • M. Crotti, and F. Gringoli Traffic classification through simple statistical fingerprinting ACM SIGCOMM Comput. Commun. Rev. 37 1 2007
    • (2007) ACM SIGCOMM Comput. Commun. Rev. , vol.37 , Issue.1
    • Crotti, M.1    Gringoli, F.2
  • 11
    • 14344265818 scopus 로고    scopus 로고
    • Internet traffic classification using bayesian analysis techniques
    • June
    • A. Moore, D. Zuev, Internet traffic classification using bayesian analysis techniques, in: Proceedings of ACM SIGMETRICS, June, 2005.
    • (2005) Proceedings of ACM SIGMETRICS
    • Moore, A.1    Zuev, D.2
  • 12
    • 14944383480 scopus 로고    scopus 로고
    • Class-of-service mapping for QoS: A statistical signature-based approach to IP traffic classification
    • October
    • M. Roughan, S. Sen, O. Spatscheck, N. Duffield, Class-of-service mapping for QoS: a statistical signature-based approach to IP traffic classification, in: Proceedings of ACM SIGCOMM IMC, October, 2004.
    • (2004) Proceedings of ACM SIGCOMM IMC
    • Roughan, M.1    Sen, S.2    Spatscheck, O.3    Duffield, N.4
  • 13
    • 33846116353 scopus 로고    scopus 로고
    • Traffic classification using a statistical approach
    • March
    • D. Zuev, A. Moore, Traffic classification using a statistical approach, in: Proceedings of PAM Conference, March, 2005.
    • (2005) Proceedings of PAM Conference
    • Zuev, D.1    Moore, A.2
  • 24
    • 58049120447 scopus 로고    scopus 로고
    • Self-learning IP traffic classification based on statistical flow characteristics
    • March
    • S. Zander, T. Nguyen, G. Armitage, Self-learning IP traffic classification based on statistical flow characteristics, in: Proceedings of PAM Conference, March, 2005.
    • (2005) Proceedings of PAM Conference
    • Zander, S.1    Nguyen, T.2    Armitage, G.3
  • 25
    • 33751393658 scopus 로고    scopus 로고
    • Automated traffic classification and application identification using machine learning
    • November
    • S. Zander, T. Nguyen, G. Armitage, Automated traffic classification and application identification using machine learning, in: Proceedings of IEEE LCN Conference, November, 2005.
    • (2005) Proceedings of IEEE LCN Conference
    • Zander, S.1    Nguyen, T.2    Armitage, G.3
  • 27
    • 33750283653 scopus 로고    scopus 로고
    • A preliminary performance comparison of five machine learning algorithms for practical IP traffic flow classification
    • N. Williams, S. Zander, and G. Armitage A preliminary performance comparison of five machine learning algorithms for practical IP traffic flow classification ACM SIGCOMM Comput. Commun. Rev. 36 5 2006
    • (2006) ACM SIGCOMM Comput. Commun. Rev. , vol.36 , Issue.5
    • Williams, N.1    Zander, S.2    Armitage, G.3
  • 32
    • 62849120844 scopus 로고    scopus 로고
    • A survey of techniques for Internet traffic classification using machine learning
    • T. Nguyen, and G. Armitage A survey of techniques for Internet traffic classification using machine learning IEEE Commun. Surv. Tutorials 10 4 2009
    • (2009) IEEE Commun. Surv. Tutorials , vol.10 , Issue.4
    • Nguyen, T.1    Armitage, G.2
  • 34
    • 84888470618 scopus 로고    scopus 로고
    • Load shedding in network monitoring applications
    • P. Barlet-Ros, G. Iannaccone, J. Sanjus-Cuxart, D. Amores-López, J. Solé-Pareta, Load shedding in network monitoring applications, in: Proceedings of USENIX Annual Technical Conference, 2007.
    • (2007) Proceedings of USENIX Annual Technical Conference
    • Barlet-Ros, P.1
  • 45
    • 27644540221 scopus 로고    scopus 로고
    • A measurement study of correlations of Internet flow characteristics
    • DOI 10.1016/j.comnet.2005.02.008, PII S1389128605001118
    • K. Lan, and J. Heidemann A measurement study of correlations of internet flow characteristics Comput. Networks 50 1 2006 46 62 (Pubitemid 41550390)
    • (2006) Computer Networks , vol.50 , Issue.1 , pp. 46-62
    • Lan, K.-C.1    Heidemann, J.2
  • 47
    • 68549121111 scopus 로고    scopus 로고
    • C4.5 and imbalanced data sets: Investigating the effect of sampling method, probabilistic estimate, and decision tree structure
    • N.V. Chawla, C4.5 and imbalanced data sets: investigating the effect of sampling method, probabilistic estimate, and decision tree structure, in: Proceedings of the ICMLG03 Workshop on Class Imbalances, 2003.
    • (2003) Proceedings of the ICMLG03 Workshop on Class Imbalances
    • Chawla, N.V.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.