A transfer learning approach for cache-enabled wireless networks

2015 13th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2015

Volumn , Issue , 2015, Pages 161-166

  Bastug, Ejder ^a   Bennis, Mehdi ^b   Debbah, Merouane ^a,c  

^a CENTRALESUPÉLEC   (France)

^b UNIVERSITY OF OULU   (Finland)

^c Mathematical and Algorithmic Sciences Lab   (France)

Author keywords

5G; Caching; Cold start problem; Collaborative filtering; Data sparsity; Transfer learning

Indexed keywords

5G MOBILE COMMUNICATION SYSTEMS; BASE STATIONS; COLLABORATIVE FILTERING; DIGITAL STORAGE; MOBILE AD HOC NETWORKS; QUALITY OF SERVICE; USER EXPERIENCE;

CACHING; COLD START PROBLEMS; CONTENT POPULARITIES; CONTEXTUAL INFORMATION; DATA SPARSITY; PRIOR INFORMATION; QUALITY OF EXPERIENCE (QOE); STORAGE CONSTRAINTS;

TRANSFER LEARNING;

EID: 84941063024     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WIOPT.2015.7151068     Document Type: Conference Paper

References (16)

1. F. Boccardi, R. Heath, A. Lozano, T. Marzetta, and P. Popovski, "Five disruptive technology directions for 5g," IEEE Communications Magazine, vol. 52, no. 2, pp. 74-80, February 2014.
2. E. Bastug, M. Bennis, and M. Debbah, "Living on the Edge: The role of proactive caching in 5G wireless networks," IEEE Communications Magazine, vol. 52, no. 8, pp. 82-89, August 2014.
3. N. Golrezaei, K. Shanmugam, A. G. Dimakis, A. F. Molisch, and G. Caire, "Femtocaching: Wireless video content delivery through distributed caching helpers," in IEEE INFOCOM, March 2012, pp. 1107-1115.
4. E. Bastug, M. Bennis, M. Kountouris, and M. Debbah, "Cache-enabled small cell networks: Modeling and tradeoffs," EURASIP Journal on Wireless Communications and Networking, Accepted (2014).
5. A. Altieri, P. Piantanida, L. R. Vega, and C. Galarza, "On fundamental trade-offs of device-to-device communications in large wireless networks," arXiv preprint arXiv:1405. 2295, 2014.
6. P. Blasco and D. Gunduz, "Learning-based optimization of cache content in a small cell base station," arXiv preprint arXiv:1402. 3247, 2014.
7. K. Poularakis, G. Iosifidis, and L. Tassiulas, "Approximation algorithms for mobile data caching in small cell networks," to appear in IEEE Transactions on Communications, 2014.
8. K. Hamidouche, W. Saad, and M. Debbah, "Many-to-many matching games for proactive social-caching in wireless small cell networks," in WNC3 workshop, WiOpt, Hammamet, Tunisia, May 2014.
9. M. Maddah-Ali and U. Niesen, "Fundamental limits of caching," IEEE Transactions on Information Theory, vol. 60, no. 5, pp. 2856-2867, May 2014.
10. J. Paakkonen, C. Hollanti, and O. Tirkkonen, "Device-to-device data storage for mobile cellular systems," in IEEE Globecom Workshops (GC Wrokshops), December 2013, pp. 671-676.
11. M. S. ElBamby, M. Bennis, W. Saad, and M. Latva-aho, "Content-aware user clustering and caching in wireless small cell networks," in 11th International Symposium on Wireless Communication Systems (ISWCS), Barcelona, Spain, August 2014.
12. A. Liu and V. Lau, "Cache-enabled opportunistic cooperative mimo for video streaming in wireless systems," IEEE Transactions on Signal Processing, vol. 62, no. 2, pp. 390-402, January 2014.
13. J. Lee, M. Sun, and G. Lebanon, "A comparative study of collaborative filtering algorithms," [Online] arXiv: 1205. 3193, 2012.
14. S. J. Pan and Q. Yang, "A survey on transfer learning," IEEE Transactions on Knowledge and Data Engineering, vol. 22, no. 10, pp. 1345-1359, October 2010.
15. L. Breslau, P. Cao, L. Fan, G. Phillips, and S. Shenker, "Web caching and zipf-like distributions: Evidence and implications," in IEEE Eighteenth Annual Joint Conference of the IEEE Computer and Communications Societies (INFOCOM'99), vol. 1. IEEE, 1999, pp. 126-134.
16. T. L. Griffiths and Z. Ghahramani, "The Indian Buffet Process: An Introduction and Review," J. Mach. Learn. Res., vol. 12, pp. 1185-1224, July 2011.