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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 “single-spike in...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:PLoS Comput Biol
Prif Awduron: Williamson, Ross S., Sahani, Maneesh, Pillow, Jonathan W.
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Public Library of Science 2015
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC4382343/
https://ncbi.nlm.nih.gov/pubmed/25831448
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pcbi.1004141
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