P2Prec: a Recommendation Service for P2P Content Sharing Systems

作者: Fady Draidi , Esther Pacitti , Bettina Kemme , Patrick Valduriez

DOI:

关键词:

摘要: In this paper, we propose P2Prec, a recommendation service for P2P content sharing systems that exploits users' social data. The key idea is to recommend user high quality documents in specific topic using ratings of friends (or friends) who are expert topic. To manage data, rely on Friend-Of-A-Friend (FOAF) descriptions. P2Prec has hybrid architecture work top any system. It combines efficient DHT indexing the FOAF files with gossip robustness disseminate topics expertise between friends. our experimental evaluation, CiteSeer dataset, show ability get maximum recall very good performance. Furthermore, it increases and precision by factor 2 compared centralized solutions.

参考文章(39)
IAN RUTHVEN, MOUNIA LALMAS, A survey on the use of relevance feedback for information access systems Knowledge Engineering Review. ,vol. 18, pp. 95- 145 ,(2003) , 10.1017/S0269888903000638
Mayank Bawa, Gurmeet Singh Manku, Prabhakar Raghavan, SETS: search enhanced by topic segmentation international acm sigir conference on research and development in information retrieval. pp. 306- 313 ,(2003) , 10.1145/860435.860491
Balasubramaneyam Maniymaran, Marin Bertier, Anne-Marie Kermarrec, Build One, Get One Free: Leveraging the Coexistence of Multiple P2P Overlay Networks international conference on distributed computing systems. pp. 33- 33 ,(2007) , 10.1109/ICDCS.2007.88
Upendra Shardanand, Pattie Maes, Social information filtering: algorithms for automating “word of mouth” human factors in computing systems. pp. 210- 217 ,(1995) , 10.1145/223904.223931
M. E. J. Newman, The structure of scientific collaboration networks Proceedings of the National Academy of Sciences of the United States of America. ,vol. 98, pp. 404- 409 ,(2001) , 10.1073/PNAS.98.2.404
Márk Jelasity, Spyros Voulgaris, Rachid Guerraoui, Anne-Marie Kermarrec, Maarten van Steen, Gossip-based peer sampling ACM Transactions on Computer Systems. ,vol. 25, pp. 8- ,(2007) , 10.1145/1275517.1275520
Markov Chain Monte Carlo in Practice Technometrics. ,vol. 39, pp. 338- 338 ,(1997) , 10.1201/B14835
Kai Yu, A. Schwaighofer, V. Tresp, Xiaowei Xu, H. Kriegel, Probabilistic memory-based collaborative filtering IEEE Transactions on Knowledge and Data Engineering. ,vol. 16, pp. 56- 69 ,(2004) , 10.1109/TKDE.2004.1264822
Spyros Voulgaris, Daniela Gavidia, Maarten van Steen, CYCLON: Inexpensive Membership Management for Unstructured P2P Overlays Journal of Network and Systems Management. ,vol. 13, pp. 197- 217 ,(2005) , 10.1007/S10922-005-4441-X
Peng Han, Bo Xie, Fan Yang, Ruimin Shen, A scalable P2P recommender system based on distributed collaborative filtering Expert Systems With Applications. ,vol. 27, pp. 203- 210 ,(2004) , 10.1016/J.ESWA.2004.01.003