-
Improved Analysis of UCRL2 with Empirical Bernstein Inequality
We consider the problem of exploration-exploitation in communicating Mar...
read it
-
Concentration Inequalities for Multinoulli Random Variables
We investigate concentration inequalities for Dirichlet and Multinomial ...
read it
-
Exploration Bonus for Regret Minimization in Undiscounted Discrete and Continuous Markov Decision Processes
We introduce and analyse two algorithms for exploration-exploitation in ...
read it
-
Near Optimal Exploration-Exploitation in Non-Communicating Markov Decision Processes
While designing the state space of an MDP, it is common to include state...
read it
-
Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning
We introduce SCAL, an algorithm designed to perform efficient exploratio...
read it
-
Exploration--Exploitation in MDPs with Options
While a large body of empirical results show that temporally-extended ac...
read it

Ronan Fruit
is this you? claim profile