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Constraint satisfaction tractability from semi-lattice operations on infinite sets

Published: 28 November 2013 Publication History

Abstract

A famous result by Jeavons, Cohen, and Gyssens shows that every Constraint Satisfaction Problem (CSP) where the constraints are preserved by a semi-lattice operation can be solved in polynomial time. This is one of the basic facts for the so-called universal algebraic approach to a systematic theory of tractability and hardness in finite domain constraint satisfaction. Not surprisingly, the theorem of Jeavons et al. fails for arbitrary infinite domain CSPs. Many CSPs of practical interest, though, and in particular those CSPs that are motivated by qualitative reasoning calculi from artificial intelligence, can be formulated with constraint languages that are rather well-behaved from a model-theoretic point of view. In particular, the automorphism group of these constraint languages tends to be large in the sense that the number of orbits of n-subsets of the automorphism group is bounded by some function in n.
In this article we present a generalization of the theorem by Jeavons et al. to infinite domain CSPs where the number of orbits of n-subsets grows subexponentially in n, and prove that preservation under a semi-lattice operation for such CSPs implies polynomial-time tractability. Unlike the result of Jeavons et al., this includes CSPs that cannot be solved by Datalog.

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      cover image ACM Transactions on Computational Logic
      ACM Transactions on Computational Logic  Volume 14, Issue 4
      November 2013
      282 pages
      ISSN:1529-3785
      EISSN:1557-945X
      DOI:10.1145/2555591
      Issue’s Table of Contents
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 28 November 2013
      Accepted: 01 October 2012
      Revised: 01 June 2012
      Received: 01 November 2011
      Published in TOCL Volume 14, Issue 4

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      Author Tags

      1. ω-categoricity
      2. Computational complexity
      3. constraint satisfaction problems
      4. semi-lattice operations

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