51 citations · 60 across the 3 of their papers we have counts for
3 papers
cs.AI2012★ 51 cited
Model-Based Bayesian Reinforcement Learning in Large Structured Domains
Stephane Ross, Joelle Pineau
Model-based Bayesian reinforcement learning has generated significant interest in the AI community as it provides an elegant solution to the optimal exploration-exploitation tradeo…
cs.LG2012★ 5 cited
PAC-Bayesian Policy Evaluation for Reinforcement Learning
Mahdi MIlani Fard, Joelle Pineau, Csaba Szepesvari
Bayesian priors offer a compact yet general means of incorporating domain knowledge into many learning tasks. The correctness of the Bayesian analysis and inference, however, large…
cs.LG2012★ 4 cited
Active Learning for Developing Personalized Treatment
Kun Deng, Joelle Pineau, Susan A. Murphy
The personalization of treatment via bio-markers and other risk categories has drawn increasing interest among clinical scientists. Personalized treatment strategies can be learned…