ISRN Signal Processing, Volume (2013), No (127), Year (2013-9) , Pages (1-11)

Title : ( A Novel Neuron in Kernel Domain )

Authors: zahra khandan khademoreza , Hadi Sadoghi Yazdi ,

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Kernel-based neural network (KNN) is proposed as a neuron that is applicable in online learning with adaptive parameters. This neuron with adaptive kernel parameter can classify data accurately instead of using a multilayer error backpropagation neural network. The proposed method, whose heart is kernel least-mean-square, can reduce memory requirement with sparsification technique, and the kernel can adaptively spread. Our experiments will reveal that this method is much faster and more accurate than previous online learning algorithms.


kernel method
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author = {Khandan Khademoreza, Zahra and Sadoghi Yazdi, Hadi},
title = {A Novel Neuron in Kernel Domain},
journal = {ISRN Signal Processing},
year = {2013},
volume = {2013},
number = {127},
month = {September},
issn = {2090-505x},
pages = {1--11},
numpages = {10},
keywords = {kernel method},


%0 Journal Article
%T A Novel Neuron in Kernel Domain
%A Khandan Khademoreza, Zahra
%A Sadoghi Yazdi, Hadi
%J ISRN Signal Processing
%@ 2090-505x
%D 2013