Optimal adaptive policies for Markov decision processes

Bayesian adaptive stochastic process termination

Mathematics of Operations Research

ASYMPTOTIC BAYES ANALYSIS FOR THE FINITE-HORIZON ONE-ARMED-BANDIT PROBLEM

Probability in the Engineering and Informational Sciences

Online Regret Bounds for Markov Decision Processes with Deterministic Transitions

ALT '08 Proceedings of the 19th international conference on Algorithmic Learning Theory

Bounded parameter Markov decision processes with average reward criterion

COLT'07 Proceedings of the 20th annual conference on Learning theory

REGAL: a regularization based algorithm for reinforcement learning in weakly communicating MDPs

UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence

Online regret bounds for Markov decision processes with deterministic transitions

Theoretical Computer Science

Near-optimal Regret Bounds for Reinforcement Learning

The Journal of Machine Learning Research

Dynamic traffic splitting to parallel wireless networks with partial information: A Bayesian approach

Performance Evaluation

Adaptive control of constrained finite Markov chains

Automatica (Journal of IFAC)

Action Time Sharing Policies for Ergodic Control of Markov Chains

SIAM Journal on Control and Optimization

A simple index rule for efficient traffic splitting over parallel wireless networks with partial information

Performance Evaluation