@inproceedings{ziegler2005improving, abstract = {In this work we present topic diversification, a novel method designed to balance and diversify personalized recommenda- tion lists in order to reflect the user�s complete spectrum of interests. Though being detrimental to average accuracy, we show that our method improves user satisfaction with rec- ommendation lists, in particular for lists generated using the common item-based collaborative filtering algorithm. Our work builds upon prior research on recommender sys- tems, looking at properties of recommendation lists as en- tities in their own right rather than specifically focusing on the accuracy of individual recommendations. We introduce the intra-list similarity metric to assess the topical diver- sity of recommendation lists and the topic diversification approach for decreasing the intra-list similarity. We evalu- ate our method using book recommendation data, including online analysis on 361, 349 ratings and an online study in- volving more than 2, 100 subjects.}, address = {Chiba, Japan}, author = {Ziegler, Cai-Nicolas and McNee, Sean and Konstan, Joseph and Lausen, Georg}, booktitle = {Proceedings of the 14th International World Wide Web Conference}, file = {ziegler2005improving.pdf:ziegler2005improving.pdf:PDF}, interhash = {0a7f89e65c4a0a5e45aa69a54a5600e6}, intrahash = {1c70855a788c17e3a94a7ecc00177f6c}, lastdatemodified = {2006-09-30}, lastname = {Ziegler}, month = May, own = {notown}, pdf = {null}, publisher = {ACM Press}, read = {notread}, title = {Improving Recommendation Lists Through Topic Diversification}, year = 2005 } @article{ziegler2006computing, author = {Ziegler, Cai Nicolas and Simon, Kai and Lausen, Georg}, interhash = {74d9b7d218e52533d19ccacfd6d8e948}, intrahash = {bd5647a471cc104c17726488c43fa7f3}, journal = {Proceedings of the WWW2006}, lastdatemodified = {2006-11-29}, lastname = {Ziegler}, note = {submitted}, own = {notown}, read = {notread}, title = {Computing Semantic Proximity Between Concepts Using Taxonomic Knowledge}, year = 2006 }