Advanced Algorithms for Abstract Dialectical Frameworks based on Complexity Analysis of Subclasses and SAT Solving

Thomas Linsbichler, Marco Maratea, Andreas Niskanen, Johannes P. Wallner, Stefan Woltran

Research output: Contribution to journalArticleScientificpeer-review

Abstract

dialectical frameworks (ADFs) constitute one of the most powerful formalisms in abstract argumentation. Their high computational complexity poses, however, certain challenges when designing efficient systems. In this paper, we tackle this issue by (i) analyzing the complexity of ADFs under structural restrictions, (ii) presenting novel algorithms which make use of these insights, and (iii) implementing these algorithms via (multiple) calls to SAT solvers. An empirical evaluation of the resulting implementation on ADF benchmarks generated from ICCMA competitions shows that our solver is able to outperform state-of-the-art ADF systems. (c) 2022 The Author(s). Published by Elsevier B.V.
Original languageEnglish
Article number103697
JournalArtificial Intelligence
Volume307
Number of pages40
ISSN0004-3702
DOIs
Publication statusPublished - Jun 2022
MoE publication typeA1 Journal article-refereed

Fields of Science

  • 113 Computer and information sciences
  • Abstract dialectical frameworks
  • SAT-based procedures
  • Complexity analysis
  • ARGUMENTATION

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