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» Finite-sample Analysis of Bellman Residual Minimization
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JMLR
2010
135views more  JMLR 2010»
14 years 5 months ago
Finite-sample Analysis of Bellman Residual Minimization
We consider the Bellman residual minimization approach for solving discounted Markov decision problems, where we assume that a generative model of the dynamics and rewards is avai...
Odalric-Ambrym Maillard, Rémi Munos, Alessa...
79
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CORR
2010
Springer
170views Education» more  CORR 2010»
14 years 10 months ago
Global Optimization for Value Function Approximation
Existing value function approximation methods have been successfully used in many applications, but they often lack useful a priori error bounds. We propose a new approximate bili...
Marek Petrik, Shlomo Zilberstein