Simulation-based Algorithms for Markov Decision Processes

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Often, real-world problems modeled by Markov decision processes (MDPs) are difficult to solve in practise because of the curse of dimensionality. In others, explicit specification of the MDP model parameters is not feasible, but simulation samples are available. For these settings, various sampling and population-based numerical algorithms for computing an optimal solution in terms of a policy and...

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Often, real-world problems modeled by Markov decision processes (MDPs) are difficult to solve in practise because of the curse of dimensionality. In others, explicit specification of the MDP model parameters is not feasible, but simulation samples are available. For these settings, various sampling and population-based numerical algorithms for computing an optimal solution in terms of a policy and...

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  • Formats: pdf
  • ISBN: 9781846286902
  • Publication Date: 1 May 2007
  • Publisher: Springer London
  • Product language: English
  • Drm Setting: DRM