Yue Shi

2015
2014
Loni B, Shi Y, Larson MA, Hanjalic A. Cross-Domain Collaborative Filtering with Factorization Machines. In: Proceedings of the 36th European Conference on Information Retrieval. Proceedings of the 36th European Conference on Information Retrieval.; 2014. Download: PDF (256.74 KB)
2013
Shi Y, Karatzoglou A, Baltrunas L, Larson MA, Hanjalic A. GAPfm: Optimal top-n recommendations for graded relevance domains. Proceedings of the 22nd ACM conference on Information and Knowledge Management. 2013.
Karatzoglou A, Baltrunas L, Shi Y. Learning to rank for recommender systems. Proceedings of the 7th ACM conference on Recommender systems. 2013:493–494.
2012
Shi Y, Zhao X, Wang J, Larson MA, Hanjalic A. Adaptive diversification of recommendation results via latent factor portfolio. In: Proceedings of the 35th international ACM SIGIR conference on Research and development in Information Retrieval (Full paper). Proceedings of the 35th international ACM SIGIR conference on Research and development in Information Retrieval (Full paper). Portland, Oregon, USA; 2012:175-184. Abstract  Download: SIGIR2012-LFP-shi.pdf (505.19 KB)
Shi Y, Karatzoglou A, Baltrunas L, et al. CLiMF: Learning to Maximize Reciprocal Rank with Collaborative Less-is-More Filtering (Best Paper Award). In: Proceedings of the sixth ACM conference on Recommender systems (Full paper). Proceedings of the sixth ACM conference on Recommender systems (Full paper). Dublin, Ireland; 2012:139-146. Abstract  Download: RecSys2012-CLiMF-shi.pdf (420.94 KB)
Said A, Tikk D, Stumpf K, et al. Recommender Systems Evaluation: A 3D Benchmark. In: Workshop on Recommendation Utility Evaluation: Beyond RMSE. Workshop on Recommendation Utility Evaluation: Beyond RMSE.; 2012. Available at: http://ceur-ws.org/Vol-910/rue2012.pdf.
Shi Y, Karatzoglou A, Baltrunas L, et al. TFMAP: Optimizing MAP for top-n context-aware recommendation. In: Proceedings of the 35th international ACM SIGIR conference on Research and development in Information Retrieval (Full paper). Proceedings of the 35th international ACM SIGIR conference on Research and development in Information Retrieval (Full paper). Portland, Oregon, USA; 2012:155-164. Abstract  Download: SIGIR2012-TFMAP-shi.pdf (812.68 KB)
2011
Shi Y, Larson MA, Hanjalic A. How Far are we in Trust-Aware Recommendation?. In: ECIR '11: Proceedings of the 33rd European Conference on Information Retrieval. ECIR '11: Proceedings of the 33rd European Conference on Information Retrieval. Dublin, Ireland; 2011:704-707. Abstract
Shi Y, Larson MA, Hanjalic A. Mining Relational Context-aware Graph for Rater Identification (10% error rate for Rater Identification Track). In: CAMRa2011: Proceedings of the RecSys ’11 Challenge on Context-aware Movie Recommendation. CAMRa2011: Proceedings of the RecSys ’11 Challenge on Context-aware Movie Recommendation. Chicago, USA; 2011:53-59. Available at: http://dl.acm.org/citation.cfm?id=2096122&CFID=62887899&CFTOKEN=11787779. Abstract  Download: rcg_cr_final.pdf (302.99 KB)
Shi Y, Serdyukov P, Hanjalic A, Larson MA. Personalized landmark recommendation based on geotags from photo sharing sites. In: ICWSM '11: the 5th AAAI Conference on Weblogs and Social Media. ICWSM '11: the 5th AAAI Conference on Weblogs and Social Media. Barcelona, Spain; 2011:622-625. Available at: http://www.aaai.org/ocs/index.php/ICWSM/ICWSM11/paper/view/2773. Abstract
Shi Y, Larson MA, Hanjalic A. Reranking Collaborative Filtering with Multiple Self-contained Modalities (Best poster award nomination). In: ECIR '11: Proceedings of the 33rd European Conference on Information Retrieval. ECIR '11: Proceedings of the 33rd European Conference on Information Retrieval. Dublin, Ireland; 2011:699-703. Abstract
Shi Y, Larson MA, Hanjalic A. Tags as Bridges between Domains: Improving Recommendation with Tag-induced Cross-Domain Collaborative Filtering. In: UMAP '11: the 19th International Conference on User Modeling, Adaptation and Personalization (Full paper). UMAP '11: the 19th International Conference on User Modeling, Adaptation and Personalization (Full paper). Girona, Spain; 2011:305-316. Abstract
2010
Shi Y, Larson MA, Hanjalic A. Connecting with the Collective: Self-contained Reranking for Collaborative Recommendation. In: CMM '10: the first ACM workshop on Connected Multimedia in conjuction with ACM Multimedia 2010. CMM '10: the first ACM workshop on Connected Multimedia in conjuction with ACM Multimedia 2010. Firenze, Italy; 2010:9-14. Abstract  Download: self-contained reranking for collaborative recommendation_CMM2010.pdf (617.16 KB)
Shi Y, Larson MA, Hanjalic A. List-wise Learning to Rank with Matrix Factorization for Collaborative Filtering. In: RecSys '10: Proceedings of the fourth ACM conference on Recommender systems. RecSys '10: Proceedings of the fourth ACM conference on Recommender systems. Barcelona, Spain; 2010:269-272. Abstract  Download: List-wise learning to rank with matrix factorization for collaborative filtering_RecSys2010.pdf (510.57 KB)
Shi Y, Larson MA, Hanjalic A. Mining Mood-specific Movie Similarity with Matrix Factorization for Context-aware Recommendation (Overall Winner Award, Mood-track Winner Award). In: CAMRa2010: Proceedings of the RecSys '10 Challenge on Context-aware Movie Recommendation. CAMRa2010: Proceedings of the RecSys '10 Challenge on Context-aware Movie Recommendation. Barcelona, Spain; 2010:34-40. Abstract  Download: Mining mood-specific movie similarity with matrix factorization for context-aware recommendation_CAMRa2010.pdf (736.47 KB)
Shi Y, Larson MA, Hanjalic A. Towards Understanding the Challenges Facing Effective Trust-Aware Recommendation. In: RSWeb2010: Workshop on Recommender systems and the Social Web. RSWeb2010: Workshop on Recommender systems and the Social Web. Barcelona, Spain; 2010. Abstract  Download: Towards Understanding the Challenges Facing Effective Trust-Aware Recommendation_RSWeb2010.pdf (169.67 KB)
2009
Shi Y, Larson MA, Hanjalic A. Exploiting User Similarity based on Rated-Item Pools for Improved User-based Collaborative Filtering. In: 3rd ACM conference on Recommender Systems (RecSys 2009). 3rd ACM conference on Recommender Systems (RecSys 2009).; 2009. Abstract