The effect of representations on constraint satisfaction problems

Constraint Satisfaction is used in the solution of a wide variety of important problems such as frequency assignment, code analysis, and scheduling. It is apparent that the modelling process is key to the success of any constraint based technique, and much work has been done on the identification of...

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Main Author: Houghton, Chris
Published: University of London 2013
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Online Access:http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.603533
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spelling ndltd-bl.uk-oai-ethos.bl.uk-6035332015-03-20T05:37:53ZThe effect of representations on constraint satisfaction problemsHoughton, Chris2013Constraint Satisfaction is used in the solution of a wide variety of important problems such as frequency assignment, code analysis, and scheduling. It is apparent that the modelling process is key to the success of any constraint based technique, and much work has been done on the identification of good models [FJHM05]. One of the key choices made during the modelling process is the selection of a constraint representation with which to express the constraints [HS02]. Whilst practitioners will commonly use an implicit representation, most existing structural tractability results are defined for explicit representation. We address a well-known anomaly in structural tractability theory, that acyclic instances are tractable when expressed explicitly, but may not be when expressed implicitly, and show that there is a link between representation and tractability, We introduce the notion of interaction width in order to address this disconnect between theory and practice, and use this to define new tractable classes by applying existing structural tractability results to different constraint representations, We show that for a given succinct representation, a non-trivial class of instances with bounded interaction width can be transformed into an explicit representation in polynomial time 50 that existing structural tractability results may be applied, We compare our work to existing results Cor alternative succinct representutions and show that the tractable classes we have defined arc incomparable and novel, and can be used to deduce new tractable classes for SAT. 3006.3University of Londonhttp://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.603533Electronic Thesis or Dissertation
collection NDLTD
sources NDLTD
topic 006.3
spellingShingle 006.3
Houghton, Chris
The effect of representations on constraint satisfaction problems
description Constraint Satisfaction is used in the solution of a wide variety of important problems such as frequency assignment, code analysis, and scheduling. It is apparent that the modelling process is key to the success of any constraint based technique, and much work has been done on the identification of good models [FJHM05]. One of the key choices made during the modelling process is the selection of a constraint representation with which to express the constraints [HS02]. Whilst practitioners will commonly use an implicit representation, most existing structural tractability results are defined for explicit representation. We address a well-known anomaly in structural tractability theory, that acyclic instances are tractable when expressed explicitly, but may not be when expressed implicitly, and show that there is a link between representation and tractability, We introduce the notion of interaction width in order to address this disconnect between theory and practice, and use this to define new tractable classes by applying existing structural tractability results to different constraint representations, We show that for a given succinct representation, a non-trivial class of instances with bounded interaction width can be transformed into an explicit representation in polynomial time 50 that existing structural tractability results may be applied, We compare our work to existing results Cor alternative succinct representutions and show that the tractable classes we have defined arc incomparable and novel, and can be used to deduce new tractable classes for SAT. 3
author Houghton, Chris
author_facet Houghton, Chris
author_sort Houghton, Chris
title The effect of representations on constraint satisfaction problems
title_short The effect of representations on constraint satisfaction problems
title_full The effect of representations on constraint satisfaction problems
title_fullStr The effect of representations on constraint satisfaction problems
title_full_unstemmed The effect of representations on constraint satisfaction problems
title_sort effect of representations on constraint satisfaction problems
publisher University of London
publishDate 2013
url http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.603533
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