On Invariance and Selectivity in Representation Learning

We discuss data representation which can be learned automatically from data, are invariant to transformations, and at the same time selective, in the sense that two points have the same representation only if they are one the transformation of the other. The mathematical results here sharpen some of...

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Detalhes bibliográficos
Main Authors: Anselmi, Fabio, Rosasco, Lorenzo, Poggio, Tomaso
Formato: Technical Report
Idioma:en_US
Publicado em: Center for Brains, Minds and Machines (CBMM), arXiv 2015
Assuntos:
Acesso em linha:http://hdl.handle.net/1721.1/100194