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Automatic basis function construction

Automatic basis function construction (or basis discovery) is the method of looking for a set of task-independent basis functions that map the state… 
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Papers overview

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2010
2010
Much past work on solving Markov decision processes (MDPs) using reinforcement learning (RL) has relied on combining parameter… 
2008
2008
We address the problem of automatically constructing basis functions for linear approximation of the value function of a Markov…