Title of article :
Hybrid tractability of valued constraint problems Original Research Article
Author/Authors :
Martin C. Cooper، نويسنده , , Stanislav ?ivn?، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2011
Pages :
15
From page :
1555
To page :
1569
Abstract :
The constraint satisfaction problem (CSP) is a central generic problem in computer science and artificial intelligence: it provides a common framework for many theoretical problems as well as for many real-life applications. Valued constraint problems are a generalisation of the CSP which allow the user to model optimisation problems. Considerable effort has been made in identifying properties which ensure tractability in such problems. In this work, we initiate the study of hybrid tractability of valued constraint problems; that is, properties which guarantee tractability of the given valued constraint problem, but which do not depend only on the underlying structure of the instance (such as being tree-structured) or only on the types of valued constraints in the instance (such as submodularity). We present several novel hybrid classes of valued constraint problems in which all unary constraints are allowed, which include a machine scheduling problem, constraint problems of arbitrary arities with no overlapping nogoods, and the SoftAllDiff constraint with arbitrary unary valued constraints. An important tool in our investigation will be the notion of forbidden substructures.
Keywords :
Tractability , Computational complexity , Soft constraints , Valued constraint satisfaction problems , Graphical models , Forbidden substructures , Constraint optimisation
Journal title :
Artificial Intelligence
Serial Year :
2011
Journal title :
Artificial Intelligence
Record number :
1207861
Link To Document :
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