Learning collaborative information filters Export

@proceedings{citeulike:105962, abstract = {Predicting items a user would like on the basis of other users' ratings for these items has become a well-established strategy adopted by many recommendation services on the Internet. Although this can be seen as a classification problem, algorithms proposed thus far do not draw on results from the machine learning literature. We propose a representation for collaborative filtering tasks that allows the application of virtually any machine learning algorithm. We identify the...}, author = {Billsus, Daniel and Pazzani, Michael J.}, booktitle = {Proc. 15th International Conf. on Machine Learning}, citeulike-article-id = {105962}, citeulike-linkout-0 = {http://citeseer.ist.psu.edu/billsus98learning.html}, citeulike-linkout-1 = {http://citeseer.lcs.mit.edu/billsus98learning.html}, citeulike-linkout-2 = {http://citeseer.ifi.unizh.ch/billsus98learning.html}, citeulike-linkout-3 = {http://citeseer.comp.nus.edu.sg/billsus98learning.html}, pages = {46--54}, posted-at = {2008-05-05 09:48:26}, priority = {2}, publisher = {Morgan Kaufmann, San Francisco, CA}, title = {Learning collaborative information filters}, url = {http://citeseer.ist.psu.edu/billsus98learning.html}, year = {1998} }

TY - CONF ID - citeulike:105962 L3 - citeulike-article-id:105962 N2 - Predicting items a user would like on the basis of other users' ratings for these items has become a well-established strategy adopted by many recommendation services on the Internet. Although this can be seen as a classification problem, algorithms proposed thus far do not draw on results from the machine learning literature. We propose a representation for collaborative filtering tasks that allows the application of virtually any machine learning algorithm. We identify the... EP - 54 TI - Learning collaborative information filters PB - Morgan Kaufmann, San Francisco, CA T2 - Proc. 15th International Conf. on Machine Learning SP - 46 AU - Billsus, Daniel AU - Pazzani, Michael PY - 1998/// UR - http://citeseer.ist.psu.edu/billsus98learning.html ER -