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  • 标题:A potential theory approach to an algorithm of conceptual space partitioning
  • 其他标题:Algorytm podziału przestrzeni konceptualnych przy użyciu teorii potencjału
  • 本地全文:下载
  • 作者:ROMAN URBAN ; ROMAN URBAN ; MAGDALENA GRZELIŃSKA
  • 期刊名称:Cognitive Studies | Études cognitives
  • 印刷版ISSN:2080-7147
  • 电子版ISSN:2392-2397
  • 出版年度:2017
  • 期号:17
  • 页码:1-10
  • DOI:10.11649/cs.1310
  • 语种:English
  • 出版社:Institute of Slavic Studies, Polish Academy of Sciences
  • 摘要:This paper proposes a new classification algorithm for the partitioning of a conceptual space. All the algorithms which have been used until now have mostly been based on the theory of Voronoi diagrams. This paper proposes an approach based on potential theory, with the criteria for measuring similarities between objects in the conceptual space being based on the Newtonian potential function. The notion of a fuzzy prototype, which generalizes the previous definition of a prototype, is introduced. Furthermore, the necessary conditions that a natural concept must meet are discussed. Instead of convexity, as proposed by Gärdenfors, the notion of geodesically convex sets is used. Thus, if a concept corresponds to a set which is geodesically convex, it is a natural concept. This definition applies, for example, if the conceptual space is an Euclidean space. As a by-product of the construction of the algorithm, an extension of the conceptual space to d-dimensional Riemannian manifolds is obtained.
  • 其他摘要:W niniejszej pracy zaproponowany został nowy algorytm podziału przestrzeni konceptualnej. Dotąd podział taki zazwyczaj wykorzystywał teorię diagramów Voronoi. Nasze podejście do problemu oparte jest na teorii potencjału Miara podobieństwa pomiędzy element
  • 关键词:conceptual space; concept; natural concept; potential theory; Riemannian manifolds; geodesics; geodesically convex sets
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