A Theoretical Framework for Tradeoff Generation using Soft Constraints

Research output: Chapter in Book/Report/Conference proceedingsConference proceedingpeer-review

Abstract

Tradeoffs have been proposed in the literature as an approach to resolving over-constrainedness in interactive constraint-based tools, such as product configurators, that reason about user preferences . It has been reported how tradeoffs can be modeled as additional constraints. This paper presents a formal framework for tradeoff generation based on the semiring approach to soft constraints. In particular, user preferences and tradeoffs are represented as soft constraints and as an entailment operator, respectively. The entailment operator is used to interactively generate new constraints representing tradeoffs. We also introduce a novel definit ion of substitutability for soft constraints upon which we present a relaxed definition of tradeoffs.
Original languageEnglish (Ireland)
Title of host publicationResearch and Development in Intelligent Systems XX. SGAI 2003
EditorsF. Coenen, A. Preece, A. Macintosh
Place of PublicationLondon
PublisherSpringer
Pages69-82
ISBN (Electronic)978-0-85729-412-8
ISBN (Print)978-1-85233-780-3
DOIs
Publication statusPublished - 2003

Keywords

  • user preference
  • constraint satisfaction problem
  • soft constraint
  • configuration process
  • product configuration

Fingerprint

Dive into the research topics of 'A Theoretical Framework for Tradeoff Generation using Soft Constraints'. Together they form a unique fingerprint.

Cite this