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论文类型：期刊论文

发表时间：2011-01-01

发表刊物：NEURAL NETWORK WORLD

收录刊物：Scopus、SCIE、EI

卷号：21

期号：1

页面范围：45-50

ISSN号：1210-0552

关键字：Spiking perceptron; firing time; spiking intensity; XOR problem

摘要：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.