Caching schemes for DCOP search algorithms

  • William Yeoh
  • , Pradeep Varakantham
  • , Sven Koenig

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

7 Scopus citations

Abstract

Distributed Constraint Optimization (DCOP) is useful for solving agent-coordination problems. Any-space DCOP search algorithms require only a small amount, of memory but. can be sped up by caching information. However, their current, caching schemes do not exploit the cached information when deciding which information to preempt from the cache when a new piece of information needs to be cached. Our contributions are three-fold: (1) We frame the problem as an optimization problem. (2) We introduce three new caching schemes (MaxPriority. MaxEffort and MaxUtil- ity) that exploit the cached information in a DCOP-specific way. (3) We evaluate how the resulting speed up depends on the search strategy of the DCOP search algorithm. Our experimental results show that., on all tested DCOP problem classes, our MaxEffort and MaxUtility schemes speed up ADOPT (which uses best-first, search) more than the other tested caching schemes, while our MaxPriority scheme speeds up BnB-ADOPT (which uses depth-first branch-and- bound search) at least as much as the other tested caching schemes.

Original languageEnglish
Title of host publication8th International Joint Conference on Autonomous Agents and Multiagent Systems 2009, AAMAS 2009
PublisherInternational Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
Pages435-442
Number of pages8
ISBN (Print)9781615673346
StatePublished - 2009
Event8th International Joint Conference on Autonomous Agents and Multiagent Systems 2009, AAMAS 2009 - Budapest, Hungary
Duration: May 10 2009May 15 2009

Publication series

NameProceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
Volume1
ISSN (Print)1548-8403
ISSN (Electronic)1558-2914

Conference

Conference8th International Joint Conference on Autonomous Agents and Multiagent Systems 2009, AAMAS 2009
Country/TerritoryHungary
CityBudapest
Period05/10/0905/15/09

Keywords

  • Adopt
  • BnB-ADOPT
  • Caching
  • DCOP
  • Distributed constraint
  • Distributed search algorithms
  • Optimization

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