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10.1109/WISA.2012.41guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
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A Latent Topic Based Collaborative Filtering Recommendation Algorithm for Web Communities

Published: 16 November 2012 Publication History

Abstract

Providing personalized high quality community recommendation for Web community members has become increasingly important. Traditional collaborative filtering methods based on explicit topic associations cannot solve the information sparsity problem. The recommendation methods based on latent topic association results in inaccurate results. To solve the above problems, we propose a collaborative Web community recommendation algorithm based on latent topic. Our algorithm generates the latent link between communities and members using latent topic associations to overcome the sparsity problem. Our algorithm also reduces inaccurate results by combining similar members' behaviors and interests. The experiment indicates that our recommendation algorithm has higher recommendation accuracy than traditional methods.

Cited By

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  • (2017)Flickr group recommendation with auxiliary information in heterogeneous information networksMultimedia Systems10.1007/s00530-015-0502-523:6(703-712)Online publication date: 1-Nov-2017
  • (2015)Flickr group recommendation via heterogeneous information networksProceedings of the 7th International Conference on Internet Multimedia Computing and Service10.1145/2808492.2808512(1-5)Online publication date: 19-Aug-2015

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cover image Guide Proceedings
WISA '12: Proceedings of the 2012 Ninth Web Information Systems and Applications Conference
November 2012
233 pages
ISBN:9780769548197

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IEEE Computer Society

United States

Publication History

Published: 16 November 2012

Author Tags

  1. collaborative filtering
  2. community recommendation
  3. latent topic
  4. similarity measurement

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Cited By

View all
  • (2017)Flickr group recommendation with auxiliary information in heterogeneous information networksMultimedia Systems10.1007/s00530-015-0502-523:6(703-712)Online publication date: 1-Nov-2017
  • (2015)Flickr group recommendation via heterogeneous information networksProceedings of the 7th International Conference on Internet Multimedia Computing and Service10.1145/2808492.2808512(1-5)Online publication date: 19-Aug-2015

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