Bayesian Optimal Control of Smoothly Parameterized Systems: The Lazy Posterior Sampling Algorithm

On the likelihood that one unknown probability exceeds another in view of the evidence of two samples

W. R. Thompson · 1933

Earlier work this paper cites.

Bayesian decision problems and Markov chains

J.J. Martin · 1967

Earlier work this paper cites.

Discrete-time controlled Markov processes with average cost criterion: a survey

A. Arapostathis, V.S. Borkar, E. Fernandez-Gaucherand, M.K. Ghosh, and S.I. Marcus · 1993

Earlier work this paper cites.

Nonlinear Control Systems

A. Isidori · 1995

Earlier work this paper cites.

A Bayesian framework for reinforcement learning

M. Strens · 2000

Earlier work this paper cites.

Feedback Control of Computing Systems

Joseph L. Hellerstein, Yixin Diao, Sujay Parekh, and Dawn M. Tilbury · 2004

Earlier work this paper cites.

Feedback Systems: An Introduction for Scientists and Engineers

Karl J. Aström and Richard M. Murray · 2008

Cited alongside, same era.

A Bayesian sampling approach to exploration in reinforcement learning

J. Asmuth, L. Li, M. L. Littman, A. Nouri, and D. Wingate · 2009

Cited alongside, same era.

Near-bayesian exploration in polynomial time

J. Z. Kolter and A. Y Ng · 2009

Cited alongside, same era.

Near-optimal regret bounds for reinforcement learning

T. Jaksch, R. Ortner, and P. Auer · 2010

Cited alongside, same era.

Regret bounds for the adaptive control of linear quadratic systems

Y. Abbasi-Yadkori and Cs. Szepesvári · 2011

Cited alongside, same era.

Online Learning for Linearly Parametrized Control Problems

Y. Abbasi-Yadkori · 2012

Later among the works it cites.

Bayesian reinforcement learning

N. Vlassis, M. Ghavamzadeh, S. Mannor, and P. Poupart · 2012

Later among the works it cites.

Scalable and efficient Bayes-adaptive reinforcement learning based on Monte-Carlo tree search

A. Guez, D. Silver, and P. Dayan · 2013

Later among the works it cites.

(More) efficient reinforcement learning via posterior sampling

I. Osband, D. Russo, and B. Van Roy · 2013

Later among the works it cites.

Better optimism by bayes: Adaptive planning with rich models

Original

A. Guez, D. Silver, and P. Dayan · 2014

Closest in time.