Carter Cheng wrote:
Hi,

I have been leafing through a book "Reinforcement Learning" by Sutton and Barto. The book seems to serve as a decent introductory text to some of the issues which are mentioned in parts of Sylvain Gelly's thesis.
The book however, is a decade old and I curious if there are resources which 
discuss updates and more recent results in this and related fields where you 
are exploring a state space through sampling methods. I am not sure if any 
readers of the mailing list have looked at this- but other than the journal 
Machine Learning are there other good journals which explore this material in a 
probablistic/statistical framework?

Thank again,

Carter.

This does not really answer your question about journals, but Richard Sutton and Martin Müller currently supervise the PhD thesis of David Silver. Here are their recent publications:
http://www.cs.ualberta.ca/~silver/research/publications/publications.html

Rémi
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