The equivalence of information-theoretic and likelihood-based methods for neural dimensionality reduction.

The equivalence of information-theoretic and likelihood-based methods for neural dimensionality reduction.

Stimulus dimensionality-reduction methods in neuroscience seek to identify a low-dimensional space of stimulus features that affect a neuron's probability of spiking. One popular method, known as maximally informative dimensions (MID), uses an information-theoretic quantity known as "singl...

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Bibliographic Details
Main Authors: Ross S Williamson, Maneesh Sahani, Jonathan W Pillow
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-04-01
Series:PLoS Computational Biology
Online Access:http://europepmc.org/articles/PMC4382343?pdf=render

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http://europepmc.org/articles/PMC4382343?pdf=render

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