Automatic dominance breaking for a class of Constraint Optimization Problems

Jimmy H.M. Lee, Allen Z. Zhong

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

6 Citations (Scopus)

Abstract

Exploiting dominance relations in many Constraint Optimization Problems can drastically speed up the solving process in practice. Identification and utilization of dominance relations, however, usually require human expertise. We present a theoretical framework for a useful class of constraint optimization problems to detect dominance automatically and formulate the generation of the associated dominance breaking nogoods as constraint satisfaction. By controlling the length and quantity of the nogoods, our method can generate dominance breaking nogoods of varying strengths. Experimentation confirms runtime improvements of up to three orders of magnitude against manual methods.

Original languageEnglish
Title of host publicationProceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence
EditorsChristian Bessiere
Place of PublicationMarina del Rey CA USA
PublisherAssociation for the Advancement of Artificial Intelligence (AAAI)
Pages1192-1200
Number of pages9
ISBN (Electronic)9780999241165
DOIs
Publication statusPublished - 2020
Externally publishedYes
EventInternational Joint Conference on Artificial Intelligence-Pacific Rim International Conference on Artificial Intelligence 2020 - Yokohama, Japan
Duration: 7 Jan 202115 Jan 2021
Conference number: 29th/17th
https://www.ijcai.org/Proceedings/2020/ (Proceedings)
https://ijcai20.org (Website)

Conference

ConferenceInternational Joint Conference on Artificial Intelligence-Pacific Rim International Conference on Artificial Intelligence 2020
Abbreviated titleIJCAI-PRICAI 2020
Country/TerritoryJapan
CityYokohama
Period7/01/2115/01/21
OtherIJCAI-PRICAI 2020, the 29th International Joint Conference on Artificial Intelligence and the 17th Pacific Rim International Conference on Artificial Intelligence!IJCAI-PRICAI2020 will take place January 7-15, 2021 online in a virtual reality in Japanese Standard Time (JST) zone.
Internet address

Keywords

  • Constraints and SAT
  • Constraint Optimization
  • Constraint Satisfaction
  • Constraints: Modeling
  • Solvers
  • Applications

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