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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...

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Detalles Bibliográficos
Autores principales: Williamson, Ross S., Sahani, Maneesh, Pillow, Jonathan W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4382343/
https://www.ncbi.nlm.nih.gov/pubmed/25831448
http://dx.doi.org/10.1371/journal.pcbi.1004141