Effect of DisCSP variable-ordering heuristics in scale-free networks

Tenda Okimoto, Atsushi Iwasaki, Makoto Yokoo

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

2 被引用数 (Scopus)

抄録

A Distributed Constraint Satisfaction Problem (DisCSP) is a constraint satisfaction problem in which variables and constraints are distributed among multiple agents. Various algorithms for solving DisC-SPs have been developed, which are intended for general purposes, i.e., they can be applied to any network structure. However, if a network has some particular structure, e.g., the network structure is scale-free, we can expect that some specialized algorithms or heuristics, which are tuned for the network structure, can outperform general purpose algorithms/heuristics. In this paper, as an initial step toward developing specialized algorithms for particular network structures, we examine variable-ordering heuristics in scale-free networks. We use the classic asynchronous backtracking algorithm as a baseline algorithm and examine the effect of variable-ordering heuristics. First, we show that the choice of variable-ordering heuristics is more influential in scale-free networks than in random networks. Furthermore, we develop a novel variable-ordering heuristic that is specialized to scale-free networks. Experimental results illustrate that our new variable-ordering heuristic is more effective than a standard degree-based variable-ordering heuristic. Our proposed heuristic reduces the required cycles by 30% at the critical point.

本文言語英語
ホスト出版物のタイトルPrinciples and Practice of Multi-Agent Systems - 13th International Conference, PRIMA 2010, Revised Selected Papers
ページ166-180
ページ数15
DOI
出版ステータス出版済み - 12 1 2012
イベント13th International Conference on Principles and Practice of Multi-Agent Systems, PRIMA 2010 - Kolkata, インド
継続期間: 11 12 201011 15 2010

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
7057 LNAI
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

その他

その他13th International Conference on Principles and Practice of Multi-Agent Systems, PRIMA 2010
Countryインド
CityKolkata
Period11/12/1011/15/10

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

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