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Minimality, necessity and sufficiency for argumentation and explanation

  • Tilburg University

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

We discuss explanations for formal (abstract and structured) argumentation – the question whether and why a certain argument or claim can be accepted (or not) under various extension-based semantics. We introduce a flexible framework, which can act as the basis for many different types of explanations. For example, we can have simple or comprehensive explanations in terms of arguments for or against a claim, arguments that (indirectly) defend a claim, the evidence (knowledge base) that supports or is incompatible with a claim, and so on. We show how selection based on necessity and sufficiency can be captured in our basic framework and discuss a real-life application.
Original languageEnglish
Article number109143
Number of pages50
JournalInternational Journal of Approximate Reasoning
Volume168
DOIs
Publication statusPublished - May 2024

Bibliographical note

Publisher Copyright:
© 2024 The Author(s)

Funding

This research has been partly funded by the Dutch Ministry of Justice and the Netherlands Police .

Funders
Dutch Ministry of Justice
Netherlands Police

    Keywords

    • AI and law
    • Explainable artificial intelligence
    • Formal argumentation
    • Structured argumentation frameworks

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