Support vector machines for spike pattern classification with a leaky integrate-and-fire neuron

Spike pattern classification is a key topic in machine learning, computational neuroscience and electronic device design. Here we offer a new approach for supervised spike pattern classification, combining a bio-mimetic neuron model with a method based on Support Vector Machines. We compare classifi...

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Bibliographic Details
Main Authors: Maxime eAmbard, Stefan eRotter
Format: Article
Language:English
Published: Frontiers Media S.A. 2012-11-01
Series:Frontiers in Computational Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fncom.2012.00078/full