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Racing to learn: statistical inference and learning in a single spiking neuron with adaptive kernels

This paper describes the Synapto-dendritic Kernel Adapting Neuron (SKAN), a simple spiking neuron model that performs statistical inference and unsupervised learning of spatiotemporal spike patterns. SKAN is the first proposed neuron model to investigate the effects of dynamic synapto-dendritic kern...

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Detalles Bibliográficos
Autores principales: Afshar, Saeed, George, Libin, Tapson, Jonathan, van Schaik, André, Hamilton, Tara J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4243566/
https://www.ncbi.nlm.nih.gov/pubmed/25505378
http://dx.doi.org/10.3389/fnins.2014.00377