On the merits of popularity prediction in multimedia content caching

Proceedings of the 12th IFIP/IEEE International Symposium on Integrated Network Management, IM 2011

Volumn , Issue , 2011, Pages 17-24

  Famaey, Jeroen ^a   Wauters, Tim ^a   De Turck, Filip ^a  

^a GHENT UNIVERSITY   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

CACHE SIZE; CACHING STRATEGY; CONTENT DELIVERY; MULTICASTS; MULTIMEDIA CONTENTS; NOVEL STRATEGIES; ON-DEMAND SERVICES; TELECOM OPERATORS; VIABLE SOLUTIONS; VIDEO ON DEMAND SERVICES;

FORECASTING; MULTIMEDIA SERVICES; USER INTERFACES;

NETWORK MANAGEMENT;

EID: 80052764965     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INM.2011.5990669     Document Type: Conference Paper

References (19)

1. M. Allen, B. Zhao, and R. Wolski, "Deploying video-on-demand services on cable networks," in 27th International Conference on Distributed Computing Systems (ICDCS '07), 2007, pp. 63-63.
2. D. De Vleeschauwer and K. Laevens, "Performance of caching algorithms for iptv on-demand services," IEEE Transactions on Broadcasting, vol. 55, no. 2, pp. 491-501, 2009.
3. S. Makridakis, "Time series prediction: Forecasting the future and understanding the past," International Journal of Forecasting, vol. 10, no. 3, pp. 463-466, 1994.
4. Z. Avramova, S. Wittevrongel, H. Bruneel, and D. De Vleeschauwer, "Analysis and modeling of video popularity evolution in various online video content systems: Power-law versus exponential decay," in First International Conference on Evolving Internet, 23-29 2009, pp. 95-100.
5. G. Szabo and B. A. Huberman, "Predicting the popularity of online content," Communications of the ACM, vol. 53, no. 8, pp. 80-88, 2010.
6. K.-L. Wu, P. Yu, and J. Wolf, "Segmentation of multimedia streams for proxy caching," IEEE Transactions on Multimedia, vol. 6, no. 5, pp. 770-780, 2004.
7. S. Chen, H. Wang, X. Zhang, B. Shen, and S. Wee, "Segment-based proxy caching for internet streaming media delivery," IEEE Multimedia, vol. 12, no. 3, pp. 59-67, 2005.
8. J. Yu, C. Chou, Z. Yang, X. Du, and T. Wang, "A dynamic caching algorithm based on internal popularity distribution of streaming media," Multimedia Systems, vol. 12, no. 2, pp. 135-149, 2006.
9. T. Wauters, W Van de Meerssche, P. Backx, F. De Turck, B. Dhoedt, P. Demeester, T. Van Caenegem, and E. Six, "Proxy caching algorithms and implementation for time-shifted tv services," European Transactions on Telecommunications, vol. 19, no. 2, pp. 111-122, 2008.
10. M. Cha, H. Kwak, P. Rodriguez, Y.-Y. Ahn, and S. Moon, '1 tube, you tube, everybody tubes: analyzing the world's largest user generated content video system," in Proceedings of the 7th ACM SIGCOMM conference on Internet measurement (IMC '07). ACM, 2007.
11. D. Verstraeten, B. Schrauwen, M. D'Haene, and D. Stroobandt, Neural Networks, vol. 20, pp. 391-403, 2007.
12. R. Samsundin, A. Shabri, and P. Saad, "A comparison of time series forecasting using support vector machine and artificial neural network model," Journal of Applied Sciences, vol. 10, no. 11, pp. 950-958, 2010.
13. F wyffels and B. Schrauwen, "A comparative study of reservoir computing strategies for monthly time series prediction," Neurocomputing, vol. 73, pp. 1958-1964, 2010.
14. S. Soltani, "On the use of the wavelet decomposition for time series prediction," Neurocomputing, vol. 48, pp. 267-277, 2002.
15. F wyffels, B. Schrauwen, and D. Stroobandt, "Using reservoir computing in a decomposition approach for time series prediction," in European Symposium on Time Series Prediction, 2007, pp. 149-158.
16. T. Wu, "On the use of reservoir computing in popularity prediction," in The Fifth International Multi-Conference on Computing in the Global Information Technology (ICCGI), 2010.
17. N. Megiddo and D. S. Modha, "Outperforming LRU with an adaptive replacement cache algorithm," Computer, vol. 37, no. 4, pp. 58-65, 2004.
18. J. Gecsei, D. R. Slutz, and I. L. Traiger, "Evaluation techniques for storage hierarchies," IBM Systems Journal, vol. 9, no. 2, pp. 78-117, 1970.
19. B. Van Roy, "A short proof of optimality for the MIN cache replacement algorithm," Information Processing Letters, vol. 102, no. 2-3, pp. 72-73, 2007.