On the stability of the information carried by traffic flow features at the packet level
作者： Alice Este , Francesco Gringoli , Luca Salgarelli
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摘要: This paper presents a statistical analysis of the amount information that features traffic flows observed at packet-level carry, with respect to protocol generated them. We show majority such remain constant irrespective point observation (Internet core vs. Internet edge) and capture time (year 2000/01 year 2008). also describe comparative how four classifiers fare using we studied.
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Hyunchul Kim, KC Claffy, Marina Fomenkov, Dhiman Barman, Michalis Faloutsos, KiYoung Lee, Internet traffic classification demystified: myths, caveats, and the best practices conference on emerging network experiment and technology. pp. 11- ,(2008) , 10.1145/1544012.1544023
N.N. Schraudolph, Gradient-based manipulation of nonparametric entropy estimates IEEE Transactions on Neural Networks. ,vol. 15, pp. 828- 837 ,(2004) , 10.1109/TNN.2004.828766
Laurent Bernaille, Renata Teixeira, Kave Salamatian, Early application identification conference on emerging network experiment and technology. pp. 6- ,(2006) , 10.1145/1368436.1368445
Thomas M. Cover, Joy A. Thomas, Elements of information theory ,(1991)
Tom Auld, Andrew W. Moore, Stephen F. Gull, Bayesian Neural Networks for Internet Traffic Classification IEEE Transactions on Neural Networks. ,vol. 18, pp. 223- 239 ,(2007) , 10.1109/TNN.2006.883010
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
W. Li, A. W. Moore, A Machine Learning Approach for Efficient Traffic Classification modeling, analysis, and simulation on computer and telecommunication systems. pp. 310- 317 ,(2007) , 10.1109/MASCOTS.2007.2
Hongbo Jiang, Andrew W. Moore, Zihui Ge, Shudong Jin, Jia Wang, Lightweight application classification for network management Proceedings of the 2007 SIGCOMM workshop on Internet network management - INM '07. pp. 299- 304 ,(2007) , 10.1145/1321753.1321771
Manuel Crotti, Maurizio Dusi, Francesco Gringoli, Luca Salgarelli, Traffic classification through simple statistical fingerprinting acm special interest group on data communication. ,vol. 37, pp. 5- 16 ,(2007) , 10.1145/1198255.1198257
Andrew R. Webb, Statistical Pattern Recognition ,(1999)