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- 185 creator george-karypis.
- 185 creator xia-ning.
- 185 type InProceedings.
- 185 label "Sparse Linear Methods with Side Information for Top-N Recommendations".
- 185 sameAs 185.
- 185 abstract "This paper focuses on developing effective algorithms thatutilize side information for top-N recommender systems. Aset of Sparse Linear Methods with Side information (SSLIM)is proposed, that utilize a regularized optimization processto learn a sparse item-to-item coefficient matrix based onhistorical user-item purchase profiles and side informationassociated with the items. This coefficient matrix is usedwithin an item-based recommendation framework to generatea size-N ranked list of items for a user. Our experimentalresults demonstrate that SSLIM outperforms other methodsin effectively utilizing side information and achieving performanceimprovement.".
- 185 hasAuthorList authorList.
- 185 isPartOf proceedings.
- 185 isPartOf proceedings.
- 185 keyword "Recommender Systems".
- 185 keyword "Side Information".
- 185 keyword "Sparse Linear Methods".
- 185 title "Sparse Linear Methods with Side Information for Top-N Recommendations".