Vrettos Moulos | DeepAI

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Venkat Anantharam
18 publications

research

∙ 01/30/2020

Finite-time Analysis of Kullback-Leibler Upper Confidence Bounds for Optimal Adaptive Allocation with Multiple Plays and Markovian Rewards

We study an extension of the classic stochastic multi-armed bandit probl...

0 Vrettos Moulos, et al. ∙

research

∙ 01/05/2020

A Hoeffding Inequality for Finite State Markov Chains and its Applications to Markovian Bandits

This paper develops a Hoeffding inequality for the partial sums ∑_k=1^n ...

0 Vrettos Moulos, et al. ∙

research

∙ 12/02/2019

Optimal Best Markovian Arm Identification with Fixed Confidence

We give a complete characterization of the sampling complexity of best M...

0 Vrettos Moulos, et al. ∙

research

∙ 07/10/2019

Optimal Chernoff and Hoeffding Bounds for Finite Markov Chains

This paper develops an optimal Chernoff type bound for the probabilities...

0 Vrettos Moulos, et al. ∙