Neural correlates of sparse coding and dimensionality reduction.

Supported by recent computational studies, there is increasing evidence that a wide range of neuronal responses can be understood as an emergent property of nonnegative sparse coding (NSC), an efficient population coding scheme based on dimensionality reduction and sparsity constraints. We review ev...

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Bibliographic Details
Main Authors: Michael Beyeler, Emily L Rounds, Kristofor D Carlson, Nikil Dutt, Jeffrey L Krichmar
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-06-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1006908