A Latent Source Model for Online Collaborative Filtering

Despite the prevalence of collaborative filtering in recommendation systems, there has been little theoretical development on why and how well it works, especially in the “online” setting, where items are recommended to users over time. We address this theoretical gap by introducing a model for onli...

Full description

Bibliographic Details
Main Authors: Bresler, Guy, Chen, George, Shah, Devavrat
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:en_US
Published: Neural Information Processing Systems Foundation, Inc. 2014
Online Access:http://hdl.handle.net/1721.1/91678
https://orcid.org/0000-0003-0737-3259
https://orcid.org/0000-0003-1303-582X