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Representation is Representation of Similarities

by: S Edelman
No. CS96-08. (January, 1996)


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Intelligent systems are faced with the problem of securing a principled relationship between the world and its internal representation. I propose a unified approach to visual representation, based on Shepard's (1968) notion of second-order isomorphism. According to the proposed theory, a shape is represented by its similarity to a number of reference shapes, measured in a high-dimensional space of elementary features. The result is a philosophically appealing, computationally feasible and...


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