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cs.LG2017★ 1 cited
Dueling Bandits With Weak Regret
Bangrui Chen, Peter I. Frazier
We consider online content recommendation with implicit feedback through pairwise comparisons, formalized as the so-called dueling bandit problem. We study the dueling bandit probl…
cs.LG2016
The Bayesian Linear Information Filtering Problem
Bangrui Chen, Peter I. Frazier
We present a Bayesian sequential decision-making formulation of the information filtering problem, in which an algorithm presents items (news articles, scientific papers, tweets) a…
cs.LG2016★ 2 cited
Dueling Bandits with Dependent Arms
Bangrui Chen, Peter I. Frazier
We study dueling bandits with weak utility-based regret when preferences over arms have a total order and carry observable feature vectors. The order is assumed to be determined by…