@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...}, address = {Seattle, Washington}, author = {Popescul, Alexandrin and Ungar, Lyle and Pennock, David and Lawrence, Steve}, booktitle = {17th Conference on Uncertainty in Artificial Intelligence}, interhash = {429bcf0381d2b7b9ab95eea7d3a65776}, intrahash = {ae7ce7b8d1a31e81f9aa8b8367039506}, month = {August 2--5}, pages = {437--444}, title = {Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments}, url = {http://citeseer.ist.psu.edu/popescul01probabilistic.html}, year = 2001 } @incollection{tucker64extension, address = {New York}, author = {Tucker, L. R.}, booktitle = {{C}ontributions to mathematical psychology.}, editor = {Gulliksen, H. and Frederiksen, N.}, interhash = {449b66a6250c5a64111edd1d27e22d12}, intrahash = {2bbb590343b38712679579b882f79352}, pages = {110--127}, publisher = {Holt, Rinehart and Winston}, title = {{T}he extension of factor analysis to three-dimensional matrices}, year = 1964 } @incollection{hl84parafac, address = {New York}, author = {Harshman, R. A. and Lundy, M. E.}, booktitle = {{R}esearch methods for multimode data analysis}, editor = {Law, H. G. and {Snyder Jr}, C. W. and Hattie, J. A. and McDonald, R. P.}, interhash = {2e24bc87fee86cbc73811b7853680312}, intrahash = {0a93b832524031bbfe46db5406b99574}, pages = {122--215}, publisher = {Praeger}, title = {{T}he {P}{A}{R}{A}{F}{A}{C} model for three-way factor analysis and multidimensional scaling}, year = 1984 }