Point-based Value Iteration for VAR-POMDPs

IEEE Control Systems Letters(2022)

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摘要
Partially observable Markov decision processes have been widely adopted in the automatic planning literature since it elegantly captures both execution and observation uncertainties. In our previous paper, we proposed a model called vector autoregressive partially observable Markov decision process (VAR-POMDP) which extends the traditional POMDP by considering the temporal correlation among contin...
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关键词
History,Approximation algorithms,Planning,Approximation error,Correlation,Uncertainty,Heuristic algorithms
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