On Netflix catalog dynamics and caching performance

2013 IEEE 18th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks, CAMAD 2013

Volumn , Issue , 2013, Pages 89-93

  Bellante, Walter ^a   Vilardi, Rosa ^b   Rossi, Dario ^a  

^a TELECOM PARISTECH   (France)

^b POLITECNICO DI BARI   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

CACHE HIT RATIO; CACHING PERFORMANCE; CONTENT PROVIDERS; MOVIE RATINGS; MULTIMEDIA STREAMING APPLICATIONS; POPULARITY DISTRIBUTION; STREAMING SERVICE; VIDEO CONTENT DELIVERY;

COMPUTER NETWORKS; COMPUTER SCIENCE; COMPUTERS; INFORMATION SYSTEMS;

MOTION PICTURES;

EID: 84893558151     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CAMAD.2013.6708095     Document Type: Conference Paper

References (25)

1. "Netflix," https://signup.netflix.com/global.
2. M. Cha, H. Kwak, P. Rodriguez, Y.-Y. Ahn, and S. Moon, "Analyzing the video popularity characteristics of large-scale user generated content systems," IEEE/ACM Trans. Netw., vol. 17, no. 5, pp. 1357-1370, Oct. 2009.
3. M. Zink, K. Suh, Y. Gu, and J. Kurose, "Characteristics of youtube network traffic at a campus network - measurements, models, and implications," Comput. Netw., vol. 53, no. 4, pp. 501-514, Mar. 2009.
4. Y. Carlinet, T. D. Huynh, B. Kauffmann, F. Mathieu, L. Noirie, and S. Tixeuil, "Four Months in DailyMotion: Dissecting User Video Requests," in IEEE TRAC, 2012.
5. S. Mitra, M. Agrawal, A. Yadav, N. Carlsson, D. Eager, and A. Mahanti, "Characterizing web-based video sharing workloads," ACM Trans. Web, vol. 5, no. 2, May 2011.
6. S. Banerjee and K. Ramanathan, "Collaborative filtering on skewed datasets," in ACM WWW, 2008.
7. H. Yu, D. Zheng, B. Y. Zhao, and W. Zheng, "Understanding user behavior in large-scale video-on-demand systems," in ACM SIGOPS/EuroSys, New York, NY, USA, 2006.
8. M. S. Allen and et al., "Deploying video-on-demand services on cable networks," in IEEE ICDCS, 2007.
9. D. K. Krishnappa, S. Khemmarat, L. Gao, and M. Zink, "On the feasibility of prefetching and caching for online tv services: A measurement study on hulu." in PAM, 2011.
10. A. Narayanan and V. Shmatikov, "Robust de-anonymization of large sparse datasets," in IEEE SP, 2008.
11. R. Bell, Y. Koren, and C. Volinsky, "Modeling relationships at multiple scales to improve accuracy of large recommender systems," in ACM SIGKDD, New York, NY, USA, 2007.
12. K. Katsaros, G. Xylomenos, and G. C. Polyzos, "MultiCache : An overlay architecture for information-centric networking," Computer Networks, pp. 1-11, 2011.
13. E. J. Rosensweig, J. Kurose, and D. Towsley, "Approximate Models for General Cache Networks," IEEE INFOCOM, 2010.
14. G. Carofiglio, M. Gallo, and L. Muscariello, "Bandwidth and Storage Sharing Performance in Information Centric Networking," in ACM SIGCOMM, ICN Worskhop, 2011.
15. K. Y. Leung, E. W. M. Wong, and K. H. Yeung, "Designing efficient and robust caching algorithms for streaming-on-demand services on the internet," ACM WWW, 2004.
16. C. Jayasundara, A. Nirmalathas, E. Wong, and N. Nadarajah, "Popularity-aware caching algorithm for video-on-demand delivery over broadband access networks." in IEEE GLOBECOM, 2010.
17. D. De Vleeschauwer and K. Laevens, "Performance of caching algorithms for iptv on-demand services," IEEE Trans. on Broadc., vol. 55, no. 2, pp. 491-501, 2009.
18. M. Cha, H. Kwak, P. Rodriguez, Y.-Y. Ahn, and S. Moon, "I tube, you tube, everybody tubes: analyzing the world?s largest user generated content video system," in ACM SIGCOMM IMC, New York, NY, USA, 2007.
19. D. Rossi and G. Rossini, "On sizing CCN content stores by exploiting topological information," in IEEE INFOCOM, NOMEN Workshop, Mar. 2012.
20. D. R. Giuseppe Rossini, "Evaluating {CCN} multi-path interest forwarding strategies," Computer Communications, vol. 36, no. 7, pp. 771 - 778, 2013.
21. P. Gill, M. Arlitt, Z. Li, and A. Mahanti, "Youtube traffic characterization: a view from the edge," in ACM SIGCOMM IMC, New York, NY, USA, 2007.
22. X. Cheng, C. Dale, and J. Liu, "Statistics and social network of youtube videos," in IWQoS, 2008.
23. S. Khemmarat, R. Zhou, L. Gao, and M. Zink, "Watching user generated videos with prefetching," in ACM MMSys, New York, NY, USA, 2011.
24. "A single customer that rated 17,000 movies," http://www.netflixprize.com/community/viewtopic.php?id=141.
25. W. Bellante, "Analysis and enhancement of netflix streaming service basing on caching," Master thesis, Politecnico di Torino, 2012