91 citations · 471 across the 40 of their papers we have counts for
Showing 2014Show all
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cs.LG2014
Nonstochastic Multi-Armed Bandits with Graph-Structured Feedback
Noga Alon, Nicolò Cesa-Bianchi, Claudio Gentile +3
We present and study a partial-information model of online learning, where a decision maker repeatedly chooses from a finite set of actions, and observes some subset of the associa…
cs.LG2014★ 91 cited
Online Clustering of Bandits
Claudio Gentile, Shuai Li, Giovanni Zappella
We introduce a novel algorithmic approach to content recommendation based on adaptive clustering of exploration-exploitation ("bandit") strategies. We provide a sharp regret analys…