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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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Related topics
Related topics
6 relations
Basis function
Bellman equation
Optimal control
Reinforcement learning
Broader (2)
Dynamic programming
Stochastic control
Papers overview
Semantic Scholar uses AI to extract papers important to this topic.
2012
2012
Automatic basis function construction and global-local approximation of dynamic system response
Cheng Jin
2012
Corpus ID: 59834798
2010
2010
Basis function construction for hierarchical reinforcement learning
Sarah Osentoski
,
S. Mahadevan
Adaptive Agents and Multi-Agent Systems
2010
Corpus ID: 3142469
Much past work on solving Markov decision processes (MDPs) using reinforcement learning (RL) has relied on combining parameter…
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2008
2008
Automatic basis function construction for reinforcement learning and approximate dynamic programming
Philipp W. Keller
2008
Corpus ID: 54857763
We address the problem of automatically constructing basis functions for linear approximation of the value function of a Markov…
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