Statistical Clustering of Internet Communication Patterns

作者: Kevin Jeffay , Félix Hernández-Campos , F. Donelson Smith , Andrew B. Nobel

DOI:

关键词: Computer scienceTraffic generation modelCluster analysisInternet trafficWorld Wide WebMethod of analysisInternet communicationAnalysis toolsChapelFoundation (engineering)

摘要: We describe a new methodology for analyzing Internet traffic based on an abstract model of application-level communication and statistical cluster analysis, argue that this method analysis can serve as foundation building flexible generation tools. present the details two case studies in which tools are applied to data from University North Carolina at Chapel Hill Internet2.

参考文章(25)
Helmut Hlavacs, Christine Steinkellner, Gabriele Kotsis, Traffic Source Modeling ,(2003)
Kang G. Shiny, Wu-chang Fengy, Dilip D. Kandlurz, Debanjan Sahaz, BLUE: A New Class of Active Queue Management Algorithms ,(1999)
A. Mena, J. Heidemann, An empirical study of real audio traffic Proceedings IEEE INFOCOM 2000. Conference on Computer Communications. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies (Cat. No.00CH37064). ,vol. 1, pp. 101- 110 ,(2000) , 10.1109/INFCOM.2000.832178
Jin Cao, William S. Cleveland, Dong Lin, Don X. Sun, On the nonstationarity of Internet traffic Proceedings of the 2001 ACM SIGMETRICS international conference on Measurement and modeling of computer systems - SIGMETRICS '01. ,vol. 29, pp. 102- 112 ,(2001) , 10.1145/378420.378440
Ross Ihaka, Robert Gentleman, R: A Language for Data Analysis and Graphics Journal of Computational and Graphical Statistics. ,vol. 5, pp. 299- 314 ,(1996) , 10.1080/10618600.1996.10474713
P. MACNAUGHTON-SMITH, W. T. WILLIAMS, M. B. DALE, L. G. MOCKETT, Dissimilarity Analysis: a new Technique of Hierarchical Sub-division Nature. ,vol. 202, pp. 1034- 1035 ,(1964) , 10.1038/2021034A0
William S. Cleveland, Dong Lin, Don X. Sun, IP packet generation: statistical models for TCP start times based on connection-rate superposition measurement and modeling of computer systems. ,vol. 28, pp. 166- 177 ,(2000) , 10.1145/339331.339413
F. Donelson Smith, Félix Hernández Campos, Kevin Jeffay, David Ott, What TCP/IP protocol headers can tell us about the web Proceedings of the 2001 ACM SIGMETRICS international conference on Measurement and modeling of computer systems - SIGMETRICS '01. ,vol. 29, pp. 245- 256 ,(2001) , 10.1145/378420.378789
Ramón Cáceres, Peter B. Danzig, Sugih Jamin, Danny J. Mitzel, Characteristics of wide-area TCP/IP conversations acm special interest group on data communication. ,vol. 21, pp. 101- 112 ,(1991) , 10.1145/115992.116003