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Measuring Relations Between Concepts In Conceptual Spaces

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arxiv 1707.02292 v2 pith:JVY6SIK4 submitted 2017-07-07 cs.AI

classification cs.AI
keywords conceptsformalizationconceptualframeworkgeometricmathematicalrelationsrepresented
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The highly influential framework of conceptual spaces provides a geometric way of representing knowledge. Instances are represented by points in a high-dimensional space and concepts are represented by regions in this space. Our recent mathematical formalization of this framework is capable of representing correlations between different domains in a geometric way. In this paper, we extend our formalization by providing quantitative mathematical definitions for the notions of concept size, subsethood, implication, similarity, and betweenness. This considerably increases the representational power of our formalization by introducing measurable ways of describing relations between concepts.

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