A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine

10.1016/S0925-2312(03)00433-8

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Main Authors: Cao, L.J., Chua, K.S., Chong, W.K., Lee, H.P., Gu, Q.M.
Other Authors: MATHEMATICS
Format: Article
Published: 2014
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Online Access:http://scholarbank.nus.edu.sg/handle/10635/102621
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Institution: National University of Singapore
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spelling sg-nus-scholar.10635-1026212023-10-30T07:42:35Z A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine Cao, L.J. Chua, K.S. Chong, W.K. Lee, H.P. Gu, Q.M. MATHEMATICS Independent component analysis Kernel principal component analysis Principal component analysis Support vector machines 10.1016/S0925-2312(03)00433-8 Neurocomputing 55 1-2 321-336 NRCGE 2014-10-28T02:27:46Z 2014-10-28T02:27:46Z 2003-09 Article Cao, L.J., Chua, K.S., Chong, W.K., Lee, H.P., Gu, Q.M. (2003-09). A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine. Neurocomputing 55 (1-2) : 321-336. ScholarBank@NUS Repository. https://doi.org/10.1016/S0925-2312(03)00433-8 09252312 http://scholarbank.nus.edu.sg/handle/10635/102621 000186355100017 Scopus
institution National University of Singapore
building NUS Library
continent Asia
country Singapore
Singapore
content_provider NUS Library
collection ScholarBank@NUS
topic Independent component analysis
Kernel principal component analysis
Principal component analysis
Support vector machines
spellingShingle Independent component analysis
Kernel principal component analysis
Principal component analysis
Support vector machines
Cao, L.J.
Chua, K.S.
Chong, W.K.
Lee, H.P.
Gu, Q.M.
A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine
description 10.1016/S0925-2312(03)00433-8
author2 MATHEMATICS
author_facet MATHEMATICS
Cao, L.J.
Chua, K.S.
Chong, W.K.
Lee, H.P.
Gu, Q.M.
format Article
author Cao, L.J.
Chua, K.S.
Chong, W.K.
Lee, H.P.
Gu, Q.M.
author_sort Cao, L.J.
title A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine
title_short A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine
title_full A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine
title_fullStr A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine
title_full_unstemmed A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine
title_sort comparison of pca, kpca and ica for dimensionality reduction in support vector machine
publishDate 2014
url http://scholarbank.nus.edu.sg/handle/10635/102621
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