A Novel Neuron in Kernel Domain. (18th September 2013)

• Record Type: Journal Article
• Authors: Khandan, Zahra; Sadoghi Yazdi, Hadi
• Other Names: Krzyzak A. Academic Editor.; Zhang L. Academic Editor.
• Is Part Of: ISRN signal processing. Volume 2013(2013)
• Publication Date: 2013-09-18
• Subjects: Signal processing -- Periodicals; Signal processing; Periodicals; 621.3822
• DOI: 10.1155/2013/748914
• Languages: English
• ISSNs: 2090-5041

Abstract

Abstract : 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.