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A formal definition for the expressive power of knowledge representation languages

机译:知识表示语言表达能力的正式定义

摘要

The notions "expressive power" or "expressiveness" of knowledge representation languages (KR-languages) can be found in most papers on knowledge representation; but these terms are usually just used in an intuitive sense. The papers contain only informal descriptions of what is meant by expressiveness. There are several reasons which speak in favour of a formal definition of expressiveness: For example, if we want to show that certain expressions in one language cannot be expressed in another language, we need a strict formalism which can be used in mathematical proofs.Though we shall only consider KL-ONE-based KR-language in our motivation and in the examples, the definition of expressive power which will be given in this paper can be used for all KR-languages with model-theoretic semantics. This definition will shed a new light on the tradeoff between expressiveness of a representation language and its computational tractability. There are KR-languages with identical expressive power, but different complexity results for reasoning. Sometimes, the tradeoff lies between convenience and computational tractability. The paper contains several examples which demonstrate how the definition of expressive power can be used in positive proofs -- that is, proofs where it is shown that one language can be expressed by another language -- as well as for negative proofs -- which show that a given language cannot be expressed by the other language.
机译:知识表示语言(KR语言)的“表达能力”或“表达性”的概念可以在大多数有关知识表示的论文中找到。但是这些术语通常只是出于直观的意义。这些文件仅包含对表达性的非正式描述。有几个理由支持表达性的正式定义:例如,如果我们想证明一种语言中的某些表达不能用另一种语言来表达,我们需要一种严格的形式主义,可以在数学证明中使用。在我们的动机中,我们将仅考虑基于KL-ONE的KR语言,在示例中,本文将给出的表达能力的定义可用于所有具有模型理论语义的KR语言。此定义将为表示语言的表达能力与计算可处理性之间的取舍提供新的思路。有些KR语言具有相同的表达能力,但推理的复杂度却不同。有时,权衡取舍于便利性和计算可处理性之间。本文包含几个示例,这些示例演示了如何将表达能力的定义用于肯定证明(即,证明一种语言可以用另一种语言表达的证明)以及否定证明的证明。一种给定语言无法用另一种语言表达。

著录项

  • 作者

    Baader Franz;

  • 作者单位
  • 年度 1990
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
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