About: Estimating State Space Parameters

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	We introduce the problem of estimation of state space parameters, argue that it is an interesting and practically relevant problem, and study several simple estimation techniques. Particularly, we focus on estimation of the number of reachable states. We study techniques based on sampling of the state space and techniques that employ data mining techniques (classification trees, neural networks) over parameters of breadth-first search. We show that even through the studied techniques are not able to produce exact estimates, it is possible to obtain useful information about a state space by sampling and to use this information to automate the verification process. We introduce the problem of estimation of state space parameters, argue that it is an interesting and practically relevant problem, and study several simple estimation techniques. Particularly, we focus on estimation of the number of reachable states. We study techniques based on sampling of the state space and techniques that employ data mining techniques (classification trees, neural networks) over parameters of breadth-first search. We show that even through the studied techniques are not able to produce exact estimates, it is possible to obtain useful information about a state space by sampling and to use this information to automate the verification process. (en)
Title	Estimating State Space Parameters Estimating State Space Parameters (en)
skos:prefLabel	Estimating State Space Parameters Estimating State Space Parameters (en)
skos:notation	RIV/00216224:14330/08:00024337!RIV10-GA0-14330___
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(1ET408050503), P(GA201/06/1338), P(GP201/07/P035), Z(MSM0021622419)
http://linked.open...vai/riv/dodaniDat	2010
http://linked.open...aciTvurceVysledku	Pelánek, Radek Šimeček, Pavel
http://linked.open.../riv/druhVysledku	O - Ostatní výsledky nezařaditelné do žádného z výše uvedených druhů výsledku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Masarykova univerzita / Fakulta informatiky
http://linked.open...dnocenehoVysledku	366530
http://linked.open...ai/riv/idVysledku	RIV/00216224:14330/08:00024337
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	state space; state space size; estimation (en)
http://linked.open.../riv/klicoveSlovo	estimation state space state space size
http://linked.open...ontrolniKodProRIV	[CA87E61708DD]
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Automated software verification Techniques for automatic verification and validation of software and hardware systems Automatic model analysis by state space exploration
http://linked.open...UplatneniVysledku	2008
http://linked.open...iv/tvurceVysledku	Šimeček, Pavel Pelánek, Radek
http://linked.open...n/vavai/riv/zamer	Highly Parallel and Distributed Computing Systems
http://localhost/t...ganizacniJednotka	14330

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