Difference between revisions of "Context-aware recommendation"
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A '''context-aware [[recommender system]]''' takes the context into account when computing suggestions. | A '''context-aware [[recommender system]]''' takes the context into account when computing suggestions. | ||
| − | == | + | == Relevant Challenges and Workshops == |
* [[2010 Challenge on Context-aware Movie Recommendation|2010]] and [[2011 Challenge on Context-aware Movie Recommendation]] | * [[2010 Challenge on Context-aware Movie Recommendation|2010]] and [[2011 Challenge on Context-aware Movie Recommendation]] | ||
| + | * [http://cars-workshop.org/ Workshop on Context-Aware Recommender Systems] (CARS) | ||
* [[Workshop on Context-awareness in Retrieval and Recommendation]] (CaRR 2011) | * [[Workshop on Context-awareness in Retrieval and Recommendation]] (CaRR 2011) | ||
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* K. Cheverst, N. Davies, K. Mitchell: ''[http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.27.1598&rep=rep1&type=pdf Developing a context-aware electronic tourist guide: some issues and experiences]'', 2000 | * K. Cheverst, N. Davies, K. Mitchell: ''[http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.27.1598&rep=rep1&type=pdf Developing a context-aware electronic tourist guide: some issues and experiences]'', 2000 | ||
* [[Gediminas Adomavicius]], [[Alexander Tuzhilin]]: ''[http://dl.acm.org/ft_gateway.cfm?id=1454068&type=pdf&CFID=47510581&CFTOKEN=96481381 Context-aware recommender systems]'', [[RecSys 2008]] | * [[Gediminas Adomavicius]], [[Alexander Tuzhilin]]: ''[http://dl.acm.org/ft_gateway.cfm?id=1454068&type=pdf&CFID=47510581&CFTOKEN=96481381 Context-aware recommender systems]'', [[RecSys 2008]] | ||
| + | * G. Adomavicius, B. Mobasher, F. Ricci, and A. Tuzhilin: ''[http://www.inf.unibz.it/~ricci/papers/08-Adomavicius.pdf Context-Aware Recommender Systems]'', AI Magazine, vol. 32, no. 3, 2011 | ||
* Shuang-Hong Yang, Bo Long, [[Alex Smola]], Hongyuan Zha, Zhaohui Zheng: ''[http://www.cc.gatech.edu/~syang46/papers/SIGIR11CCF.pdf Collaborative Competitive Filtering: Learning Recommender using Context of User Choice]'', [[SIGIR 2011]] | * Shuang-Hong Yang, Bo Long, [[Alex Smola]], Hongyuan Zha, Zhaohui Zheng: ''[http://www.cc.gatech.edu/~syang46/papers/SIGIR11CCF.pdf Collaborative Competitive Filtering: Learning Recommender using Context of User Choice]'', [[SIGIR 2011]] | ||
| + | |||
| + | == External Links == | ||
| + | * [http://ids.csom.umn.edu/faculty/gedas/cars2009/ 1st Workshop on Context-Aware Recommender Systems] | ||
| + | * [http://ids.csom.umn.edu/faculty/gedas/cars2010/ 2nd Workshop on Context-Aware Recommender Systems] | ||
| + | * [http://cars-workshop.org/cars-11/ 3rd Workshop on Context-Aware Recommender Systems] | ||
| + | * [http://cars-workshop.org/ 4th Workshop on Context-Aware Recommender Systems] | ||
[[Category: Task]] | [[Category: Task]] | ||
Latest revision as of 17:43, 20 August 2012
User preferences may differ with context (time of day, season, mood, device characteristics, location, options offered by the system etc.). A context-aware recommender system takes the context into account when computing suggestions.
Relevant Challenges and Workshops
- 2010 and 2011 Challenge on Context-aware Movie Recommendation
- Workshop on Context-Aware Recommender Systems (CARS)
- Workshop on Context-awareness in Retrieval and Recommendation (CaRR 2011)
Literature
- K. Cheverst, N. Davies, K. Mitchell: Developing a context-aware electronic tourist guide: some issues and experiences, 2000
- Gediminas Adomavicius, Alexander Tuzhilin: Context-aware recommender systems, RecSys 2008
- G. Adomavicius, B. Mobasher, F. Ricci, and A. Tuzhilin: Context-Aware Recommender Systems, AI Magazine, vol. 32, no. 3, 2011
- Shuang-Hong Yang, Bo Long, Alex Smola, Hongyuan Zha, Zhaohui Zheng: Collaborative Competitive Filtering: Learning Recommender using Context of User Choice, SIGIR 2011
