A novel spiking perceptron that can solve XOR problem

Title:

A novel spiking perceptron that can solve XOR problem

Creator:

Yang, Jie, Yang, Wenyu, and Wu, Wei

Identifier:

https://cdk.lib.cas.cz/client/handle/uuid:a54f4106-358e-4ee2-a52a-d21220332735
uuid:a54f4106-358e-4ee2-a52a-d21220332735
doi:10.14311/NNW.2011.21.003

Subject:

Spiking perceptron, firing time, spiking intensity, and XOR problem

Type:

model:article and TEXT

Format:

bez média and svazek

Description:

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.

Language:

English

Rights:

http://creativecommons.org/publicdomain/mark/1.0/
policy:public

Source:

Neural network world: international journal on neural and mass-parallel computing and information systems | 2011 Volume:21 | Number:1

Harvested from:

CDK

Metadata only:

false