Abstract
Information security is an important topic today. Internet Service Providers use network traffic analysis for evaluating network performance, collecting statistics and detecting vulnerabilities. Analysing traffic traces collected from large network requires a computer system where both storage and computing resources can be scaled out to handle and process multi-Terabyte files. Cloud platforms and clustered file systems provide re-sizable compute and storage capacity. MapReduce programming model developed by Google, allows distributed processing of massive data amounts by defining map and reduce functions. In this paper, we propose a cloud computing framework based on MapReduce approach for fast internet traffic analytics.
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References
IEEE 802 Numbers (2014), http://www.iana.org/assignments/ieee-802-numbers/ieee-802-numbers.xhtml
Dean, J., Ghemawat, S.: Mapreduce: Simplified data processing on large clusters. In: Proceedings of the 6th Conference on Symposium on Opearting Systems Design & Implementation, OSDI 2004, vol. 6, pp. 10–10 (2004)
Kumawat, T., Sharma, P.K., Verma, D., Joshi, K., Kumawat, V.: Implementation of spark cluster technique with scala. International Journal of Scientific and Research Publications (IJSRP)Â 2(11) (2012)
Lee, Y., Kang, W., Lee, Y.: A hadoop-based packet trace processing tool. In: Domingo-Pascual, J., Shavitt, Y., Uhlig, S. (eds.) TMA 2011. LNCS, vol. 6613, pp. 51–63. Springer, Heidelberg (2011)
Lee, Y., Lee, Y.: Toward scalable internet traffic measurement and analysis with hadoop. Computer Communication Review 43(1), 5–13 (2013)
Lee, Y., Kang, W., Son, H.: An internet traffic analysis method with mapreduce. In: 2010 IEEE/IFIP Network Operations and Management Symposium Workshops (NOMS Wksps), pp. 357–361 (April 2010)
Lukashin, A., Zaborovsky, V.: Secure heterogeneous cloud platform for scientific computing. In: Proceedings of The Tenth International Conference on Networking and Services, ICNS 2014, pp. 24–28 (2014)
Lukashin, A., Zaborovsky, V.: Dynamic access control using virtual multicore firewalls. In: Proceedings of The Fourth International Conference on Evolving Internet, INTERNET 2012, pp. 37–43 (2012)
Lukashin, A., Zaborovsky, V., Kupreenko, S.: Access isolation mechanism based on virtual connection management in cloud systems - how to secure cloud system using high perfomance virtual firewalls. In: ICEIS, vol. (3) (2011)
Qiao, Y.Y., Lei, Z.M., Yuan, L., Guo, M.J.: Offline traffic analysis system based on hadoop. The Journal of China Universities of Posts and Telecommunications 20, 97–103 (2013)
Vieira, T., Soares, P., Machado, M., Assad, R., Garcia, V.: Measuring distributed applications through mapreduce and traffic analysis. In: Proceedings of the 2012 IEEE 18th International Conference on Parallel and Distributed Systems, ICPADS 2012, pp. 704–705 (2012)
Vieira, T.P.D.B., Fernandes, S.F.D.L., Garcia, V.C.: Evaluating mapreduce for profiling application traffic. In: Proceedings of the First Edition Workshop on High Performance and Programmable Networking, HPPN 2013, pp. 45–52 (2013)
Xin, R.S., Rosen, J., Zaharia, M., Franklin, M.J., Shenker, S., Stoica, I.: Shark: Sql and rich analytics at scale. In: Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data, SIGMOD 2013, pp. 13–24. ACM, New York (2013)
Zaborovskiy, V., Lukashin, A., Popov, S., Vostrov, A.: Adage mobile services for its infrastructure. In: Proceedings of The 13th International Conference on ITS Telecommunications, ITST 2013, pp. 127–132 (2013)
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Lukashin, A., Laboshin, L., Zaborovsky, V., Mulukha, V. (2014). Distributed Packet Trace Processing Method for Information Security Analysis. In: Balandin, S., Andreev, S., Koucheryavy, Y. (eds) Internet of Things, Smart Spaces, and Next Generation Networks and Systems. NEW2AN 2014. Lecture Notes in Computer Science, vol 8638. Springer, Cham. https://doi.org/10.1007/978-3-319-10353-2_49
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DOI: https://doi.org/10.1007/978-3-319-10353-2_49
Publisher Name: Springer, Cham
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