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Published in:
2009 | OriginalPaper | Chapter
A Novel Hybrid Spiking Neuron: Response Analysis and Learning Potential
Authors : Sho Hashimoto, Hiroyuki Torikai
Published in: Advances in Neuro-Information Processing
Publisher: Springer Berlin Heidelberg
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In this paper, we propose a hybrid spiking neuron which can exhibit various bifurcation phenomena and response characteristics of inter spike intervals. Using a discrete/continuous-states hybrid map, we can clarify typical bifurcation mechanisms and can analyze the response characteristics. In addition, we propose a learning algorithm of the hybrid spiking neuron and show that the neuron can approximate given response characteristics of inter spike intervals.