A one-layer discrete-time projection neural network for support vector classification

This paper presents a one-layer discrete-time projection neural network described by difference equations for real-time support vector classification (SVC). The SVC is first formulated as a convex quadratic programming problem, and then a recurrent neural network with one-layer structure is designed...

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Published in2014 International Joint Conference on Neural Networks (IJCNN) pp. 3143 - 3148
Main Authors Wei Zhang, Qingshan Liu
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.07.2014
Subjects
Educational institutions
Optimization
Recurrent neural networks
Static VAr compensators
Support vector machines
Transient analysis
Online AccessGet full text
ISSN2161-4393
DOI10.1109/IJCNN.2014.6889398

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Abstract This paper presents a one-layer discrete-time projection neural network described by difference equations for real-time support vector classification (SVC). The SVC is first formulated as a convex quadratic programming problem, and then a recurrent neural network with one-layer structure is designed for training the support vector machine. Furthermore, simulation results on two illustrative examples are given to demonstrate the effectiveness and performance of the proposed neural network.
AbstractList This paper presents a one-layer discrete-time projection neural network described by difference equations for real-time support vector classification (SVC). The SVC is first formulated as a convex quadratic programming problem, and then a recurrent neural network with one-layer structure is designed for training the support vector machine. Furthermore, simulation results on two illustrative examples are given to demonstrate the effectiveness and performance of the proposed neural network.
Author Wei Zhang
Qingshan Liu
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  organization: Sch. of Autom., Huazhong Univ. of Sci. & Technol., Wuhan, China
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Snippet This paper presents a one-layer discrete-time projection neural network described by difference equations for real-time support vector classification (SVC)....
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StartPage 3143
SubjectTerms Educational institutions
Optimization
Recurrent neural networks
Static VAr compensators
Support vector machines
Transient analysis
Title A one-layer discrete-time projection neural network for support vector classification
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