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From statistical inference to a differential learning rule for stochastic neural networks

Stochastic neural networks are a prototypical computational device able to build a probabilistic representation of an ensemble of external stimuli. Building on the relationship between inference and learning, we derive a synaptic plasticity rule that relies only on delayed activity correlations, and...

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Foilsithe in:Interface Focus
Main Authors: Saglietti, Luca, Gerace, Federica, Ingrosso, Alessandro, Baldassi, Carlo, Zecchina, Riccardo
Formáid: Artigo
Teanga:Inglês
Foilsithe: The Royal Society 2018
Ábhair:
Rochtain Ar Líne:https://ncbi.nlm.nih.gov/pmc/articles/PMC6227809/
https://ncbi.nlm.nih.gov/pubmed/30443331
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1098/rsfs.2018.0033
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