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Fuzzy autoepistemic logic and its relation to fuzzy answer set programming

机译:模糊自流行逻辑及其与模糊答案集编程的关系

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摘要

Autoepistemic logic is an important formalism for nonmonotonic reasoning. It extends propositional logic by offering the ability to reason about an agent's (lack of) beliefs. Moreover, it is well known to generalize the stable model semantics of answer set programming. Fuzzy logics on the other hand are multi-valued logics, which allow to model the intensity to which properties are satisfied. We combine these ideas to a fuzzy autoepistemic logic which can be used to reason about one's beliefs in the degrees to which properties are satisfied. We show that many properties from classical autoepistemic logic, e.g. the equivalence between autoepistemic models and stable expansions, remain valid under this generalization. In this paper, we consider a version of fuzzy answer set programming and show that its answer sets can be equivalently described as models in fuzzy autoepistemic logic. We also define a fuzzy logic of minimal belief and negation-as-failure and use this as a tool to show that fuzzy autoepistemic logic generalizes fuzzy answer set programming.
机译:自认知逻辑是非单调推理的重要形式主义。它通过提供推理主体(缺乏信念)的能力来扩展命题逻辑。此外,众所周知的是对答案集编程的稳定模型语义进行概括。另一方面,模糊逻辑是多值逻辑,它允许对满足属性的强度进行建模。我们将这些想法结合到模糊的自流行逻辑中,该逻辑可用于推断人们对属性满足程度的信念。我们证明了经典自流行逻辑的许多特性,例如在这种概括下,自体模型与稳定扩展之间的等价关系仍然有效。在本文中,我们考虑了模糊答案集编程的一种版本,并表明其答案集可以等效地描述为模糊自流行逻辑中的模型。我们还定义了最小置信度和失败否定性的模糊逻辑,并以此为工具来表明模糊自流行逻辑对模糊答案集编程进行了概括。

著录项

  • 来源
    《Fuzzy sets and systems》 |2014年第16期|51-80|共30页
  • 作者单位

    Vrije Universiteit Brussel, Department of Computer Science. Pleinlaan 2, 1050 Brussel. Belgium;

    Cardiff University, School of Computer Science and Informatics, 5 The Parade, Cardiff CF24 3AA, UK;

    Ghent University, Department of Applied Mathematics and Computer Science, Krijgslaan 281, 9000 Gent, Belgium;

    Vrije Universiteit Brussel, Department of Computer Science. Pleinlaan 2, 1050 Brussel. Belgium;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Answer set programming; Autoepistemic logic; Fuzzy logics;

    机译:答案集编程;自流行逻辑模糊逻辑;
  • 入库时间 2022-08-18 02:59:06

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