Survey of statistical verification of linear unbounded properties: Model checking and distances

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Abstract

We survey statistical verification techniques aiming at linear properties with unbounded or infinite horizon, as opposed to properties of runs of fixed length. We discuss statistical model checking of Markov chains and Markov decision processes against reachability, unbounded-until, LTL and mean-payoff properties. Moreover, the respective strategies can be represented efficiently using statistical techniques. Further, we also discuss when it is possible to statistically estimate linear distances between Markov chains.

Original languageEnglish
Title of host publicationLeveraging Applications of Formal Methods, Verification and Validation
Subtitle of host publicationFoundational Techniques - 7th International Symposium, ISoLA 2016, Proceedings
EditorsTiziana Margaria, Bernhard Steffen
PublisherSpringer Verlag
Pages27-45
Number of pages19
ISBN (Print)9783319471655
DOIs
StatePublished - 2016
Event7th International Symposium on Leveraging Applications of Formal Methods, Verification and Validation, ISoLA 2016 - Imperial, Corfu, Greece
Duration: 10 Oct 201614 Oct 2016

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume9952 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference7th International Symposium on Leveraging Applications of Formal Methods, Verification and Validation, ISoLA 2016
Country/TerritoryGreece
CityImperial, Corfu
Period10/10/1614/10/16

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