most citedExploration vs. Exploitation in the Information Filtering Problem

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cs.LG2014

A Markov Decision Process Analysis of the Cold Start Problem in Bayesian Information Filtering

Xiaoting Zhao, Peter I. Frazier

We consider the information filtering problem, in which we face a stream of items, and must decide which ones to forward to a user to maximize the number of relevant items shown, m…