IEEE - Institute of Electrical and Electronics Engineers, Inc. - Regret Bounds and Regimes of Optimality for User-User and Item-Item Collaborative Filtering

2018 Information Theory and Applications Workshop (ITA)

Author(s): Guy Bresler ; Mina Karzand
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 February 2018
Conference Location: San Diego, CA, USA
Conference Date: 11 February 2018
Page(s): 1 - 37
ISBN (Electronic): 978-1-7281-0124-8
DOI: 10.1109/ITA.2018.8502955
Regular:

We consider an online model for recommendation systems, with each user being recommended an item at each time-step and providing `like' or `dislike' feedback. A latent variable model specifies the... View More

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