%0 Conference Paper %1 popescul01probabilistic %A Popescul, Alexandrin %A Ungar, Lyle %A Pennock, David %A Lawrence, Steve %B 17th Conference on Uncertainty in Artificial Intelligence %C Seattle, Washington %D 2001 %K clustering recommender plsi 3mode %P 437--444 %T Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments %U http://citeseer.ist.psu.edu/popescul01probabilistic.html %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{popescul01probabilistic, 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 = {2006-09-20T17:36:01.000+0200}, address = {Seattle, Washington}, author = {Popescul, Alexandrin and Ungar, Lyle and Pennock, David and Lawrence, Steve}, biburl = {https://www.bibsonomy.org/bibtex/2ae7ce7b8d1a31e81f9aa8b8367039506/hotho}, booktitle = {17th Conference on Uncertainty in Artificial Intelligence}, description = {Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments - Popescul, Ungar, Pennock, Lawrence (ResearchIndex)}, interhash = {429bcf0381d2b7b9ab95eea7d3a65776}, intrahash = {ae7ce7b8d1a31e81f9aa8b8367039506}, keywords = {clustering recommender plsi 3mode}, month = {August 2--5}, pages = {437--444}, timestamp = {2006-09-20T17:36:01.000+0200}, title = {Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments}, url = {http://citeseer.ist.psu.edu/popescul01probabilistic.html}, year = 2001 }