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Volumn 34, Issue 5, 2011, Pages 1732-1742

Monitoring abnormal network traffic based on blind source separation approach

Author keywords

Abnormal behavior detection; Blind source separation; DFlow model; Network traffic monitoring; Scale space filter

Indexed keywords

ABNORMAL BEHAVIOR; ABNORMAL PATTERNS; BEHAVIOR PATTERNS; CONNECTION DEGREE; DATA TRACES; DFLOW MODEL; HIGH QUALITY; NETWORK BEHAVIORS; NETWORK DATA; NETWORK TRAFFIC; NETWORK TRAFFIC FLOW; NETWORK TRAFFIC MONITORING; SALIENT FEATURES; SCALE SPACES; SOURCE SEPARATION; TRAFFIC ENVIRONMENT; TRAFFIC FEATURES; TRAFFIC FLOW; TRAFFIC MONITORING; TRAFFIC PATTERN; TRAFFIC VOLUMES;

EID: 79960922346     PISSN: 10848045     EISSN: 10958592     Source Type: Journal    
DOI: 10.1016/j.jnca.2011.06.006     Document Type: Article
Times cited : (20)

References (48)
  • 4
    • 0034069109 scopus 로고    scopus 로고
    • Extraction of event-related signals from multichannel bioelectrical measurements
    • DOI 10.1109/10.841329
    • A.K. Barros, R. Vigario, V. Jousmaki, and N. Ohnishi Extraction of event-related signals from multi-channel bioelectrical measurements IEEE Transactions on Biomedical Engineering 47 5 2000 583 588 (Pubitemid 30316976)
    • (2000) IEEE Transactions on Biomedical Engineering , vol.47 , Issue.5 , pp. 583-588
    • Barros, A.K.1    Vigario, R.2    Jousmaki, V.3    Ohnishi, N.4
  • 5
    • 79960905329 scopus 로고    scopus 로고
    • CISCO NetFlow
    • CISCO NetFlow: 〈http://www.cisco.com/en/US/products/ps6601/products- white-paper09186a00800a3db9.shtml〉.
  • 6
    • 21144438169 scopus 로고    scopus 로고
    • An improved data stream summary: The count-min sketch and its applications
    • of Latin American theoretical informatics Buenos Aires, Argentina
    • Cormode G, Muthukrishnan S. An improved data stream summary: the count-min sketch and its applications. In: Proceedings of Latin American theoretical informatics, Buenos Aires, Argentina, 2004. p. 2938.
    • (2004) Proceedings of Latin American Theoretical Informatics , pp. 2938
    • Cormode, G.1    Muthukrishnan, S.2
  • 8
    • 8344290018 scopus 로고    scopus 로고
    • Estimating flow distributions from sampled flow statistics
    • Karlsruhe, Germany
    • Duffield N, Lund C, Thorup M. Estimating flow distributions from sampled flow statistics. In: Proceedings of the ACM SIGCOMM, Karlsruhe, Germany, 2003. p. 32536.
    • (2003) Proceedings of the ACM SIGCOMM , pp. 32536
    • Duffield, N.1    Lund, C.2    Thorup, M.3
  • 11
    • 79960895744 scopus 로고    scopus 로고
    • DAPRA dataset
    • DAPRA dataset, 〈http://www.ll.mit.edu/mission/communications/ist/ corpora/ideval/docs/detections-1999.html〉
  • 12
    • 0020828424 scopus 로고
    • Probabilistic counting algorithms for data base applications
    • P. Flajolet, and G. Martin Probabilistic counting algorithms for data base applications, Journal of Computer and System Sciences 31 2 1985 182 209
    • (1985) Journal of Computer and System Sciences , vol.31 , Issue.2 , pp. 182-209
    • Flajolet, P.1    Martin, G.2
  • 13
    • 0016102310 scopus 로고
    • A projection pursuit algorithm for exploratory data analysis
    • J.H. Friedman, and J.W. Tukey A projection pursuit algorithm for exploratory data analysis IEEE Transactions on Computers 23 9 1974 881 890
    • (1974) IEEE Transactions on Computers , vol.23 , Issue.9 , pp. 881-890
    • Friedman, J.H.1    Tukey, J.W.2
  • 14
  • 15
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • DOI 10.1016/S0893-6080(00)00026-5, PII S0893608000000265
    • A. Hyvarinen, and E. Oja Independent component analysis: algorithms and applications, Neural Networks 13 2000 411 430 (Pubitemid 30447427)
    • (2000) Neural Networks , vol.13 , Issue.4-5 , pp. 411-430
    • Hyvarinen, A.1    Oja, E.2
  • 16
    • 33845435132 scopus 로고    scopus 로고
    • New approximations of differential entropy for independent component analysis and projection pursuit
    • A. Hyvärinen New approximations of differential entropy for independent component analysis and projection pursuit Advances in Neural Information Processing Systems 10 1998 273 279
    • (1998) Advances in Neural Information Processing Systems , vol.10 , pp. 273-279
    • Hyvärinen, A.1
  • 17
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis
    • A. Hyvärinen. Fast and robust fixed-point algorithms for independent component analysis IEEE Transactions on Neural Networks 10 3 1999 626 634
    • (1999) IEEE Transactions on Neural Networks , vol.10 , Issue.3 , pp. 626-634
    • Hyvärinen, A.1
  • 20
    • 24344452007 scopus 로고    scopus 로고
    • A study of analyzing network traffic as images in real-time
    • Miami, USA
    • Kim S, Reddy A. A study of analyzing network traffic as images in real-time. In: Proceedings of the IEEE INFOCOM, Miami, USA, 2005. p. 205667.
    • (2005) Proceedings of the IEEE INFOCOM , pp. 205667
    • Kim, S.1    Reddy, A.2
  • 21
    • 33947198115 scopus 로고    scopus 로고
    • Observed structure of addresses in IP traffic
    • DOI 10.1109/TNET.2006.886288
    • E. Kohler, J. Li, V. Paxson, and S. Shenker Observed structure of addresses in IP traffic IEEE/ACM Transactions on Networking 14 6 2006 1207 1218 (Pubitemid 46432427)
    • (2006) IEEE/ACM Transactions on Networking , vol.14 , Issue.6 , pp. 1207-1218
    • Kohler, E.1    Li, J.2    Paxson, V.3    Shenker, S.4
  • 24
    • 79960911724 scopus 로고    scopus 로고
    • KDD Cup 1999 Dataset
    • KDD Cup 1999 Dataset, 〈http://kdd.ics.uci.edu/databases/kddcup99/ kddcup99.html〉
  • 27
    • 47249148662 scopus 로고    scopus 로고
    • Passive measurement of one-way and two-way flow lifetimes
    • D. Lee, and N. Brownlee Passive measurement of one-way and two-way flow lifetimes ACM SIGCOMM Computer Communication Review 37 3 2007 17 28
    • (2007) ACM SIGCOMM Computer Communication Review , vol.37 , Issue.3 , pp. 17-28
    • Lee, D.1    Brownlee, N.2
  • 31
    • 0037661195 scopus 로고    scopus 로고
    • Network traffic anomaly detection based on packet bytes
    • Melbourne, USA
    • Mahoney MV. Network traffic anomaly detection based on packet bytes. In: Proceedings of the ACM-SAC 2003, Melbourne, USA, 2003. p. 34650.
    • (2003) Proceedings of the ACM-SAC 2003 , pp. 34650
    • Mahoney, M.V.1
  • 35
    • 0032677326 scopus 로고    scopus 로고
    • End-to-end internet packet dynamics
    • V. Paxson End-to-end internet packet dynamics IEEE/ACM Transaction on Networking 7 3 1999 277 292
    • (1999) IEEE/ACM Transaction on Networking , vol.7 , Issue.3 , pp. 277-292
    • Paxson, V.1
  • 38
    • 36349029177 scopus 로고    scopus 로고
    • Sensitivity of PCA for traffic anomaly detection
    • DOI 10.1145/1269899.1254895, SIGMETRICS'07 - Proceedings of the 2007 International Conference on Measurement and Modeling of Computer Systems
    • H. Ringberg, A. Soule, J. Rexford, and C. Diot Sensitivity of PCA for traffic anomaly detection, ACM SIGMETRICS Performance Evaluation Review 35 1 2007 109 120 (Pubitemid 350158077)
    • (2007) Performance Evaluation Review , vol.35 , Issue.1 , pp. 109-120
    • Ringberg, H.1    Soule, A.2    Rexford, J.3    Diot, C.4
  • 45
    • 0037333205 scopus 로고    scopus 로고
    • Computer intrusion detection through EWMA for autocorrelated and uncorrelated data
    • N. Ye, S. Vilbert, and Q. Chen Computer intrusion detection through EWMA for autocorrelated and uncorrelated data IEEE Transactions on Reliability 52 1 2003 75 82
    • (2003) IEEE Transactions on Reliability , vol.52 , Issue.1 , pp. 75-82
    • Ye, N.1    Vilbert, S.2    Chen, Q.3
  • 46
    • 28044469549 scopus 로고    scopus 로고
    • The monitoring and early detection of internet worms
    • DOI 10.1109/TNET.2005.857113
    • C. Zou, W. Gong, D. Towsley, and L. Gao The monitoring and early detection of internet worms IEEE/ACM Transactions on Networking 13 5 2005 961 974 (Pubitemid 41685008)
    • (2005) IEEE/ACM Transactions on Networking , vol.13 , Issue.5 , pp. 961-974
    • Zou, C.C.1    Gong, W.2    Towsley, D.3    Gao, L.4
  • 47
    • 24344461274 scopus 로고    scopus 로고
    • Traffic classification using a statistical approach
    • Passive and Active Network Measurement - 6th International Workshop, PAM 2005, Proceedings
    • D. Zuev, and A. Moore Traffic classification using a statistical approach Lecture Notes in Computer Science 3431 2005 321 324 (Pubitemid 41252756)
    • (2005) Lecture Notes in Computer Science , vol.3431 , pp. 321-324
    • Zuev, D.1    Moore, A.W.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.