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Ensembles of Spiking Neurons with Noise Support Optimal Probabilistic Inference in a Dynamically Changing Environment

It has recently been shown that networks of spiking neurons with noise can emulate simple forms of probabilistic inference through “neural sampling”, i.e., by treating spikes as samples from a probability distribution of network states that is encoded in the network. Deficiencies of the existing mod...

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Detalles Bibliográficos
Main Authors: Legenstein, Robert, Maass, Wolfgang
Formato: Artigo
Idioma:Inglês
Publicado: Public Library of Science 2014
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Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC4207607/
https://ncbi.nlm.nih.gov/pubmed/25340749
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pcbi.1003859
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