Ronan Fruit

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Improved Analysis of UCRL2 with Empirical Bernstein Inequality

We consider the problem of exploration-exploitation in communicating Mar...
07/10/2020 ∙ by Ronan Fruit, et al. ∙ 0 ∙ share

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Concentration Inequalities for Multinoulli Random Variables

We investigate concentration inequalities for Dirichlet and Multinomial ...
01/30/2020 ∙ by Jian Qian, et al. ∙ 0 ∙ share

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Exploration Bonus for Regret Minimization in Undiscounted Discrete and Continuous Markov Decision Processes

We introduce and analyse two algorithms for exploration-exploitation in ...
12/11/2018 ∙ by Jian Qian, et al. ∙ 0 ∙ share

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Near Optimal Exploration-Exploitation in Non-Communicating Markov Decision Processes

While designing the state space of an MDP, it is common to include state...
07/06/2018 ∙ by Ronan Fruit, et al. ∙ 0 ∙ share

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Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning

We introduce SCAL, an algorithm designed to perform efficient exploratio...
02/12/2018 ∙ by Ronan Fruit, et al. ∙ 0 ∙ share

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Exploration--Exploitation in MDPs with Options

While a large body of empirical results show that temporally-extended ac...
03/25/2017 ∙ by Ronan Fruit, et al. ∙ 0 ∙ share

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