A Path-Consistent Singleton Modeling (CSM) Algorithm for Arc-Constrained Networks

  • Authors:
  • Debasis Mitra

  • Affiliations:
  • Florida Institute of Technology, Department of Computer Science, Melbourne, FL 32901

  • Venue:
  • Applied Intelligence
  • Year:
  • 2002

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Abstract

There is very little of “time” in a temporal constraint propagation algorithm. Most of these algorithms could easily handle reasoning over any domain mapable onto rational numbers, e.g., weight, frequency, luminosity, etc. Actually some of these algorithms are capable of handling more sophisticated domains than those mapped onto rational numbers, e.g., intervals, or partially ordered objects (say, time). In this article we have generalized such an algorithm, which was originally developed for time-interval domain, to any generic domain, where binary constraints are expressed over arcs of the constraint network. Given the composition table for the primitive relations between a pair of the domain entities (e.g., intervals) as an additional input along with a constraint graph, the algorithm would generate all consistent singleton models for a given network. The algorithm is also extended here to handle uncertainty values.