Parameter Estimation for Viewing Rank Distribution of Video-on-Demand
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Parameter Estimation for Viewing Rank Distribution of Video-on-Demand

Authors: Hyoup-Sang Yoon

Abstract:

Video-on-demand (VOD) is designed by using content delivery networks (CDN) to minimize the overall operational cost and to maximize scalability. Estimation of the viewing pattern (i.e., the relationship between the number of viewings and the ranking of VOD contents) plays an important role in minimizing the total operational cost and maximizing the performance of the VOD systems. In this paper, we have analyzed a large body of commercial VOD viewing data and found that the viewing rank distribution fits well with the parabolic fractal distribution. The weighted linear model fitting function is used to estimate the parameters (coefficients) of the parabolic fractal distribution. This paper presents an analytical basis for designing an optimal hierarchical VOD contents distribution system in terms of its cost and performance.

Keywords: VOD, CDN, parabolic fractal distribution, viewing rank, weighted linear model fitting

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1074637

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References:


[1] F. Thouin and M. Coates, "A review of the content delivery network," McGill University, Tech. Rep., 2005.
[2] A. D. Gelman, H. Kobrinski, L. S. Smoot, S. B. Weinstein, M. Fortier, and D. Lemay, "A store-and-forward architecture for video-on-demand service," in Communications, IEEE International Conference on, vol. 2, 1991, pp. 842-846. (Online). Available: http://dx.doi.org/10.1109/ICC.1991.162477
[3] W. D. Sincoskie, "System architecture for a large scale video on demand service," Computer Networks and ISDN Systems, vol. 22, no. 2, pp. 155- 162, Sep. 1991. (Online). Available: http://dx.doi.org/10.1016/0169- 7552(91)90007-Y
[4] D. Deloddere, W. Verbiest, and H. Verhille, "Interactive video on demand," Communications Magazine, IEEE, vol. 32, no. 5, pp. 82-88, May 1994. (Online). Available: http://dx.doi.org/10.1109/35.281582
[5] Y.-D. Lin, H.-Z. Lai, and Y.-C. Lai, "A hierarchical network storage architecture for video-on-demand services," in Local Computer Networks, 1996., Proceedings 21st IEEE Conference on, 1996, pp. 355- 364. (Online). Available: http://dx.doi.org/10.1109/LCN.1996.558164
[6] M. Yang and Z. Fei, "A model for replica placement in content distribution networks for multimedia applications," in Communications, 2003. ICC '03. IEEE International Conference on, vol. 1. IEEE, May 2003, pp. 557-561 vol.1. (Online). Available: http://dx.doi.org/10.1109/ICC.2003.1204238
[7] S. Buchholz and T. Buchholz, "Replica placement in adaptive content distribution networks," in Proceedings of the 2004 ACM symposium on Applied computing, ser. SAC -04. New York, NY, USA: ACM, 2004, pp. 1705-1710. (Online). Available: http://doi.acm.org/10.1145/967900.968238
[8] F. Schaffa and J. P. Nussbaumer, "On bandwidth and storage tradeoffs in multimedia distribution networks," in INFOCOM '95. Fourteenth Annual Joint Conference of the IEEE Computer and Communications Societies. Bringing Information to People. Proceedings. IEEE. IEEE, Apr. 1995, pp. 1020-1026 vol.3. (Online). Available: http://dx.doi.org/10.1109/INFCOM.1995.515978
[9] R. G¨unther, L. Levitin, B. Schapiro, and P. Wagner, "Zipf -s law and the effect of ranking on probability distributions," International Journal of Theoretical Physics, vol. 35, no. 2, pp. 395-417, Feb. 1996. (Online). Available: http://dx.doi.org/10.1007/BF02083823
[10] L. A. Adamin and B. A. Huberman, "Zipf-s law and the internet," Glottometrics, vol. 3, pp. 143-150, 2002.
[11] L. Guo, E. Tan, S. Chen, Z. Xiao, and X. Zhang, "The stretched exponential distribution of internet media access patterns," in Proceedings of the twenty-seventh ACM symposium on Principles of distributed computing, ser. PODC -08. New York, NY, USA: ACM, 2008, pp. 283-294. (Online). Available: http://dx.doi.org/10.1145/1400751.1400789
[12] J. Laherr'ere and P. Deheuvels, "Parabolic fractal distributions in nature," Comptes rendus de l-Acad'emie des sciences, S'erie II a: Sciences de la Terre et des Plan'etes, vol. 322, no. 7, pp. 535-541, 1996.
[13] J. Ni, D. H. K. Tsang, I. S. H. Yeung, and X. Hei, "Hierarchical content routing in large-scale multimedia content delivery network," in Communications, 2003. ICC '03. IEEE International Conference on, vol. 2. IEEE, May 2003, pp. 854-859 vol.2. (Online). Available: http://dx.doi.org/10.1109/ICC.2003.1204454
[14] M. E. J. Newman, "Power laws, pareto distributions and zipf-s law," Contemporary Physics, vol. 46, no. 5, pp. 323-351, Sep. 2005. (Online). Available: http://dx.doi.org/10.1080/00107510500052444
[15] F. Thouin and M. Coates, "Video-on-Demand networks: Design approaches and future challenges," IEEE Network, vol. 21, no. 2, pp. 42-48, Mar. 2007. (Online). Available: http://dx.doi.org/10.1109/MNET.2007.334311
[16] J. Laherr`ere and D. Sornette, "Stretched exponential distributions in nature and economy: fat tails with characteristic scales," The European Physical Journal B - Condensed Matter and Complex Systems, vol. 2, no. 4, pp. 525-539, Apr. 1998. (Online). Available: http://dx.doi.org/10.1007/s100510050276