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Indexed by:期刊论文

Date of Publication:2011-01-01

Journal:NEURAL NETWORK WORLD

Included Journals:Scopus、SCIE、EI

Volume:21

Issue:1

Page Number:45-50

ISSN No.:1210-0552

Key Words:Spiking perceptron; firing time; spiking intensity; XOR problem

Abstract:In this short note, we introduce a new architecture for spiking perceptron: The actual output is a linear combination of the firing time of the perceptron and the spiking intensity (the gradient of the state function) at the firing time. It is shown by numerical experiments that this novel spiking perceptron can solve the XOR problem, while a classical spiking neuron usually needs a hidden layer to solve the XOR problem.