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When quoting this document, please refer to the following
DOI: 10.4230/LIPIcs.FSTTCS.2017.35
URN: urn:nbn:de:0030-drops-83928
URL: http://dagstuhl.sunsite.rwth-aachen.de/volltexte/2018/8392/
Kini, Dileep ;
Viswanathan, Mahesh
Complexity of Model Checking MDPs against LTL Specifications
Abstract
Given a Markov Decision Process (MDP) M, an LTL formula \varphi, and a threshold \theta \in [0,1], the verification question is to determine if there is a scheduler with respect to which the executions of M satisfying \varphi have probability greater than (or greater than or equal to) \theta. When \theta = 0, we call it the qualitative verification problem, and when \theta \in (0,1], we call it the quantitative verification problem. In this paper we study the precise complexity of these problems when the specification is constrained to be in different fragments of LTL.
BibTeX - Entry
@InProceedings{kini_et_al:LIPIcs:2018:8392,
author = {Dileep Kini and Mahesh Viswanathan},
title = {{Complexity of Model Checking MDPs against LTL Specifications}},
booktitle = {37th IARCS Annual Conference on Foundations of Software Technology and Theoretical Computer Science (FSTTCS 2017)},
pages = {35:1--35:13},
series = {Leibniz International Proceedings in Informatics (LIPIcs)},
ISBN = {978-3-95977-055-2},
ISSN = {1868-8969},
year = {2018},
volume = {93},
editor = {Satya Lokam and R. Ramanujam},
publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2018/8392},
URN = {urn:nbn:de:0030-drops-83928},
doi = {10.4230/LIPIcs.FSTTCS.2017.35},
annote = {Keywords: Markov Decision Processes, Linear Temporal Logic, model checking, complexity}
}
Keywords: |
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Markov Decision Processes, Linear Temporal Logic, model checking, complexity |
Collection: |
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37th IARCS Annual Conference on Foundations of Software Technology and Theoretical Computer Science (FSTTCS 2017) |
Issue Date: |
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2018 |
Date of publication: |
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12.02.2018 |