%0 Conference Paper %1 popescul2001probabilistic %A Popescul, Alexandrin %A Ungar, Lyle H. %A Pennock, David M. %A Lawrence, Steve %B Proceedings of the 17th Conference on Uncertainty in Artificial Intelligence %C San Francisco, CA, USA %D 2001 %I Morgan Kaufmann Publishers Inc. %K 3mode clustering collaborative content mode network probabilistic recommender sparse three %P 437--444 %T Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments %U http://dl.acm.org/citation.cfm?id=2074022.2074076 %X Recommender systems leverage product and community information to target products to consumers. Researchers have developed collaborative recommenders, content-based recommenders, and a few hybrid systems. We propose a unified probabilistic framework for merging collaborative and content-based recommendations. We extend Hofmann's aspect model to incorporate three-way co-occurrence data among users, items, and item content. The relative influence of collaboration data versus content data is not...

@inproceedings{popescul2001probabilistic, abstract = {Recommender systems leverage product and community information to target products to consumers. Researchers have developed collaborative recommenders, content-based recommenders, and a few hybrid systems. We propose a unified probabilistic framework for merging collaborative and content-based recommendations. We extend Hofmann's aspect model to incorporate three-way co-occurrence data among users, items, and item content. The relative influence of collaboration data versus content data is not...}, added-at = {2006-07-16T14:21:19.000+0200}, address = {San Francisco, CA, USA}, author = {Popescul, Alexandrin and Ungar, Lyle H. and Pennock, David M. and Lawrence, Steve}, biburl = {https://www.bibsonomy.org/bibtex/25ae7718c24f485b059f4db54acf71d5b/jaeschke}, booktitle = {Proceedings of the 17th Conference on Uncertainty in Artificial Intelligence}, interhash = {429bcf0381d2b7b9ab95eea7d3a65776}, intrahash = {5ae7718c24f485b059f4db54acf71d5b}, keywords = {3mode clustering collaborative content mode network probabilistic recommender sparse three}, month = aug, pages = {437--444}, publisher = {Morgan Kaufmann Publishers Inc.}, series = {UAI'01}, timestamp = {2014-07-28T15:57:31.000+0200}, title = {Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments}, url = {http://dl.acm.org/citation.cfm?id=2074022.2074076}, year = 2001 }