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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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Détails bibliographiques
Auteurs principaux: Legenstein, Robert, Maass, Wolfgang
Format: Artigo
Langue:Inglês
Publié: Public Library of Science 2014
Sujets:
Accès en ligne: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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