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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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Bibliografiske detaljer
Main Authors: Legenstein, Robert, Maass, Wolfgang
Format: Artigo
Sprog:Inglês
Udgivet: Public Library of Science 2014
Fag:
Online adgang: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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