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On Bellman’s principle with inequality constraints
Authors:Edwin KP Chong  Scott A Miller
Institution:
  • a Colorado State University, 1373 Campus Delivery, Fort Collins, CO 80523, USA
  • b Numerica Corporation, 4850 Hahns Peak Drive, Suite 200, Loveland, CO 80538, USA
  • Abstract:We consider an example by Haviv (1996) 10] of a constrained Markov decision process that, in some sense, violates Bellman’s principle. We resolve this issue by showing how to preserve a form of Bellman’s principle that accounts for a change of constraint at states that are reachable from the initial state.
    Keywords:Markov decision processes  Constrained optimization  Bellman  Time consistency
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