activity
20172020
most citedNear Optimal Exploration-Exploitation in Non-Communicating Markov Decision Processes

58 citations · 98 across the 6 of their papers we have counts for

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Showing 2020Show all

2 papers · 1 filter

cs.LG2020★ 11 cited

Improved Analysis of UCRL2 with Empirical Bernstein Inequality

Ronan Fruit, Matteo Pirotta, Alessandro Lazaric

We consider the problem of exploration-exploitation in communicating Markov Decision Processes. We provide an analysis of UCRL2 with Empirical Bernstein inequalities (UCRL2B). For…

cs.LG2020★ 5 cited

Concentration Inequalities for Multinoulli Random Variables

Jian Qian, Ronan Fruit, Matteo Pirotta +1

We investigate concentration inequalities for Dirichlet and Multinomial random variables.