11 citations · 20 across the 3 of their papers we have counts for
3 papers
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.
cs.LG2018★ 4 cited
Exploration Bonus for Regret Minimization in Undiscounted Discrete and Continuous Markov Decision Processes
Jian Qian, Ronan Fruit, Matteo Pirotta +1
We introduce and analyse two algorithms for exploration-exploitation in discrete and continuous Markov Decision Processes (MDPs) based on exploration bonuses. SCAL is a variant…