Encrypted internet traffic classification method based on host behavior

International Journal of Digital Content Technology and its Applications

Volumn 5, Issue 3, 2011, Pages 167-174

  Gu, Chengjie ^a   Zhang, Shunyi ^a   Xue, Xiaozhen ^b  

^a NANJING UNIVERSITY OF POSTS AND TELECOMMUNICATIONS   (China)

^b Texas Tech University   (United States)

Author keywords

Encrypted traffic; Host behavior; Profile; Traffic classification

Indexed keywords

CLASSIFICATION SCHEME; COMPUTATIONAL TIME; ENCRYPTED TRAFFIC; HOST BEHAVIORS; INTERNET TRAFFIC; NETWORK TRAFFIC; NETWORK TRAFFIC CLASSIFICATION; PEER-TO-PEER APPLICATION; PROFILE; TRAFFIC CLASSIFICATION; TRAFFIC ENGINEERING;

BEHAVIORAL RESEARCH; CRYPTOGRAPHY; INTERNET; INTERNET PROTOCOLS; INTRUSION DETECTION; PEER TO PEER NETWORKS; TELECOMMUNICATION NETWORKS;

TELECOMMUNICATION TRAFFIC;

EID: 79957609052     PISSN: 19759339     EISSN: None     Source Type: Journal    
DOI: 10.4156/jdcta.vol5.issue3.16     Document Type: Article

References (18)

1. Antonio Martin, Carlos Leon, Felix Biscarri, "Intelligent Integrated Management for Telecommunication Networks ", International Journal of Advancements in Computing Technology, vol. 2, no. 2, pp. 158-171, 2010.
2. Fazal Wahab Karam, Terje Jensen, "A Survey on QoS in Next Generation Networks", Advances in Information Sciences and Service Sciences, vol. 2, no. 4, pp. 91-102, 2010.
3. Qindong Sun, Qian Wang, Jie Ren, "Modeling and Analysis of the Proactive Worm in Unstructured Peer-to-Peer Network ", Journal of Convergence Information Technology, vol. 5, no. 5, pp. 111-117, 2010.
4. Haffner P, Sen S, Spatscheck O, Wang D. "ACAS: Automated Construction of Application Signatures". In Proceedings of SIGCOMM'05 Workshops, pp. 197-202, 2005.
5. Moore A W, Papagiannaki K. "Toward the accurate identification of network applications". In Proceedings of Passive and Active Measurement Workshop, pp. 41-54, 2005.
6. Constantinou F, Mavrommantis P. "Identifying known and unknown peer-to-peer traffic". In Proceedings of IEE NCA'06 Conference, pp. 93-102, 2006.
7. T. Karagiannis, A. Broido, N. Brownlee, K. Claffy, M. Faloutsos. "Is P2P dying or just hiding". In Proceedings of IEEE Globecom, pp. 1532-1538, 2004.
8. T. Karagiannis, K. Papagiannaki, M. Faloutsos. "BLINC: multilevel traffic classification in the dark". In Proceedings of the 2005 conference on Applications, technologies, architectures, and protocols for computer communications, pp. 229-240, 2005.
9. S. Sen, O. Spatscheck, D. Wang. "Accurate, scalable in-network identification of p2p traffic using application signatures". In Proceedings of the 13th international conference on World Wide Web, pp. 512-521, 2004.
10. B. Marco, Mellia, Antonio Pescape, Luca Salgarelli. "Traffic classification and its applications to modern networks". Computer Networks, vol. 53, no. 6, pp. 759-76, 2009.
11. T. Nguyen, G. Armitage. "A Survey of Techniques for Internet Traffic Classification using Machine Learning". IEEE Communications Surveys and Tutorials, vol. 11, no.3, pp. 37-52, 2008.
12. Soysal, Murat, Schmidt, Ece Guran. "Machine learning algorithms for accurate flow-based network traffic classification: Evaluation and comparison". Performance Evaluation, vol. 67, no. 6, pp. 451-467, 2010.
13. J. Erman, M. Arlitt, A. Mahanti. "Traffic classification using clustering algorithms". In Proceedings of SIGCOMM workshop on Mining network data, pp. 281-286, 2006.
14. Bernaille L, Teuxeira R, Akodkenous I, Soule A, Slamatian K. "Traffic classification on the fly". In Proceedings of ACM SIGCOMM, pp. 23-26, 2006.
15. A. W. Moore, D. Zuev. "Internet traffic classification using bayesian analysis techniques". In Proceedings of international conference on measurement and modeling of computer systems, pp. 50-60, 2005.
16. N. Williams, S. Zander, G. Armitage. "A preliminary performance comparison of five machine learning algorithms for practical IP traffic flow classification". ACM SIGCOMM Computer Communication Review, vol.30, no. 5, pp. 5-16, 2006.
17. T. Auld, A. W. Moore, and S. F. Gull. "Bayesian neural networks for internet traffic classification". IEEE Transaction on Neural Network, vol.18, no. 1, pp. 223-239, 2007.
18. Yongli Ma, Zongjue Qian, Guochu Shou, Yihong, Hu. "Study of information network traffic identification based on C4.5 algorithm". In Proceedings of 2008 International Conference on Wireless Communications, Networking and Mobile Computing, pp. 1-5, 2008.