Reasoning with Concepts: Conceptual Spaces as a Framework
暫譯: 以概念進行推理:概念空間作為框架

Gärdenfors, Peter, Osta-Velez, Matias

  • 出版商: Summit Valley Press
  • 出版日期: 2026-05-26
  • 售價: $2,350
  • 貴賓價: 9.5$2,233
  • 語言: 英文
  • 頁數: 240
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0262053403
  • ISBN-13: 9780262053402
  • 相關分類: Natural Language Processing
  • 尚未上市,無法訂購

商品描述

A unified treatment of different types of reasoning with concepts, such as category-based induction, nonmonotonic reasoning, analogies, and generics.

Psychologists and philosophers have worked on topics such as category-based induction, nonmonotonic reasoning, analogies, and generics, but these problems have largely been investigated independently. In Reasoning with Concepts, Peter Gärdenfors and Matías Osta-Vélez bring them all together by presenting models built on the theory of conceptual spaces. This theory offers a rich framework for modeling many aspects of the structure of concepts. In particular, it allows the definition of measures for similarity, typicality, diagnosticity, and coherence of concepts, notions long employed informally by psychologists and philosophers.

While probabilistic models exist for some of these notions, no comprehensive formal framework has previously encompassed them all. The proposed measures here, based on distances in conceptual space and prototypes, generate novel testable predictions while unifying previously disparate theoretical territories. Furthermore, the models can be implemented in artificial systems that deal with different forms of reasoning.

商品描述(中文翻譯)

對於不同類型的推理進行統一處理,涉及的概念包括基於類別的歸納、非單調推理、類比和一般性。

心理學家和哲學家曾研究過基於類別的歸納、非單調推理、類比和一般性等主題,但這些問題大多是獨立調查的。在概念推理一書中,彼得·加登福斯(Peter Gärdenfors)和馬蒂亞斯·奧斯塔-維萊斯(Matías Osta-Vélez)將這些主題整合在一起,提出基於概念空間理論的模型。這一理論為建模概念結構的許多方面提供了豐富的框架。特別是,它允許定義概念的相似性、典型性、診斷性和一致性的度量,這些概念長期以來被心理學家和哲學家非正式地使用。

雖然對於其中一些概念已經存在概率模型,但之前並沒有一個全面的正式框架將它們全部納入。這裡提出的度量基於概念空間中的距離和原型,生成新的可測試預測,同時統一了先前不同的理論領域。此外,這些模型可以在處理不同形式推理的人工系統中實現。

作者簡介

Peter Gärdenfors is Professor of Cognitive Science, Lund University. He is the author of Knowledge in Flux (MIT Press), Conceptual Spaces (MIT Press), How Homo Became Sapiens, and Geometry of Meaning (MIT Press).

Matías Osta-Vélez is Associate Professor of Philosophy of Science at the University of the Republic, Uruguay. Before that, he was a NeuroMind research Fellow at Ruhr University Bochum and a postdoctoral researcher at Heinrich Heine University Düsseldorf.

作者簡介(中文翻譯)

彼得·格爾登福斯(Peter Gärdenfors)是瑞典隆德大學(Lund University)的認知科學教授。他是《知識的流動》(Knowledge in Flux, MIT Press)、《概念空間》(Conceptual Spaces, MIT Press)、《人類如何成為智人》(How Homo Became Sapiens)以及《意義的幾何》(Geometry of Meaning, MIT Press)的作者。

馬蒂亞斯·奧斯塔-維萊斯(Matías Osta-Vélez)是烏拉圭共和國大學(University of the Republic, Uruguay)科學哲學的副教授。在此之前,他曾是波鴻魯爾大學(Ruhr University Bochum)的NeuroMind研究員,以及杜塞爾多夫海因里希·海涅大學(Heinrich Heine University Düsseldorf)的博士後研究員。