Learning to Generate Sequences with Combination of Hebbian and Non-hebbian Plasticity in Recurrent Spiking Neural Networks

Synaptic Plasticity, the foundation for learning and memory formation in the human brain, manifests in various forms. Here, we combine the standard spike timing correlation based Hebbian plasticity with a non-Hebbian synaptic decay mechanism for training a recurrent spiking neural model to generate...

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Autors principals:	Priyadarshini Panda, Kaushik Roy
Format:	Artigo
Idioma:	Inglês
Publicat:	Frontiers Media S.A. 2017-12-01
Col·lecció:	Frontiers in Neuroscience
Matèries:	reservoir model non-Hebbian learning Hebbian plasticity sequence generation attractor dynamics eigenvalue spectra
Accés en línia:	http://journal.frontiersin.org/article/10.3389/fnins.2017.00693/full
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