Of Cores: A Partial-Exploration Framework for Markov Decision Processes
We introduce a framework for approximate analysis of Markov decision processes (MDP) with bounded-, unbounded-, and infinite-horizon properties. The main idea is to identify a "core" of an MDP, i.e., a subsystem where we provably remain with high probability, and to avoid computation on th...
Main Authors: | , |
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Format: | Article |
Language: | English |
Published: |
Logical Methods in Computer Science e.V.
2020-10-01
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Series: | Logical Methods in Computer Science |
Subjects: | |
Online Access: | https://lmcs.episciences.org/5978/pdf |