On the Continuity of the Projection Mapping from Strategic Measures to Occupation Measures in Absorbing Markov Decision Processes

Alexey Piunovskiy, Yi Zhang*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

In this paper, we prove the following assertion for an absorbing Markov decision process (MDP) with the given initial distribution, which is also assumed to be semi-continuous: the continuity of the projection mapping from the space of strategic measures to the space of occupation measures, both endowed with their weak topologies, is equivalent to the MDP model being uniformly absorbing. An example demonstrates, among other interesting scenarios, that for an absorbing (but not uniformly absorbing) semi-continuous MDP with the given initial distribution, the space of occupation measures can fail to be compact in the weak topology.
Original languageEnglish
Article number58
Number of pages25
JournalApplied Mathematics and Optimization
Volume89
Issue number3
Early online date12 Apr 2024
DOIs
Publication statusE-pub ahead of print - 12 Apr 2024

Keywords

  • 90C40
  • Continuity
  • Projection mapping
  • Markov decision processes
  • 60J05
  • Absorbing model

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