Selected Publications

For a complete list of publications, please visit the GroupLens lab's website.

New

Qian Zhao, Gediminas Adomavicius, F. Maxwell Harper, Martijn Willemsen, Joseph A. Konstan. 2017. Toward Better Interactions in Recommender Systems: Cycling and Serpentining Approaches for Top-N Item Lists. Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing, ACM, 1444-1453.

Raghav Karumur, Tien T. Nguyen, Joseph A. Konstan. 2016. Exploring the Value of Personality in Predicting Rating Behaviors: A Study of Category Preferences on MovieLens. Proceedings of the 10th ACM Conference on Recommender Systems, ACM, 139-142.

Qian Zhao, Shuo Chang, F. Maxwell Harper, Joseph A. Konstan. 2016. Gaze Prediction for Recommender Systems. Proceedings of the 10th ACM Conference on Recommender Systems, ACM, 131-138.

Raghav Pavan Karumur, Joseph A. Konstan. 2016. Relating Newcomer Personality to Survival and Activity in Recommender Systems. Proceedings of the 2016 Conference on User Modeling Adaption and Personalization, ACM, 195-205.

Raghav Pavan Karumur, Tien T. Nguyen, Joseph A. Konstan. 2016. Early Activity Diversity: Assessing Newcomer Retention from First-Session Activity. Proceedings of the 19th ACM Conference on Computer-Supported Cooperative Work & Social Computing, ACM, 595–608.

 

Most Cited

Badrul Sarwar, George Karypis, Joseph Konstan, and John Riedl. 2001. Item-based Collaborative Filtering Recommendation Algorithms. Proceedings of the Tenth International World Wide Web Conference.

Jonathan L. Herlocker, Joseph A. Konstan, Loren G. Terveen, and John T. Riedl. 2004. Evaluating Collaborative Filtering Recommender Systems. ACM Trans. Inf. Syst. 22, 1: 5–53.

Jonathan L. Herlocker, Joseph A. Konstan, Al Borchers, and John Riedl. 1999. An Algorithmic Framework for Performing Collaborative Filtering. Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, ACM, 230–237.

Joseph A. Konstan, Bradley N. Miller, David Maltz, Jonathan L. Herlocker, Lee R. Gordon, and John Riedl. 1997. GroupLens: Applying Collaborative Filtering to Usenet News. Commun. ACM 40, 3: 77–87.

Badrul Sarwar, George Karypis, Joseph Konstan, and John Riedl. 2000. Analysis of Recommendation Algorithms for e-Commerce. Proceedings of the 2nd ACM Conference on Electronic Commerce, ACM, 158–167.