Multivariate Analyses: Principal Component Analysis and Independent Component Analysis

Biosignal and Medical Image Processing ◽

10.1201/9780203024058-16 ◽

2008 ◽

pp. 264-292

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Multivariate Analyses ◽

Principal Component ◽

Component Analysis ◽

Independent Component

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A comparative study of principal component analysis and independent component analysis in eddy current pulsed thermography data processing

Review of Scientific Instruments ◽

10.1063/1.4823521 ◽

2013 ◽

Vol 84 (10) ◽

pp. 104901 ◽

Author(s):

Libing Bai ◽

Bin Gao ◽

Shulin Tian ◽

Yuhua Cheng ◽

Yifan Chen ◽

...

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Comparative Study ◽

Data Processing ◽

Eddy Current ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Pulsed Thermography

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Using feature-vector based analysis, based on principal component analysis and independent component analysis, for analysing hyperspectral images

Proceedings 11th International Conference on Image Analysis and Processing ◽

10.1109/iciap.2001.957027 ◽

2002 ◽

Author(s):

H.H. Muhammed ◽

P. Ammenberg ◽

E. Bengtsson

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Feature Vector ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Hyperspectral Images

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Standard Statistical Feature Analysis of Image Features for Facial Images Using Principal Component Analysis and Its Comparative Study with Independent Component Analysis

International Conference on Intelligent Computing and Smart Communication 2019 - Algorithms for Intelligent Systems ◽

10.1007/978-981-15-0633-8_104 ◽

2019 ◽

pp. 1027-1048

Author(s):

Bulbul Agrawal ◽

Shradha Dubey ◽

Manish Dixit

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Comparative Study ◽

Principal Component ◽

Component Analysis ◽

Image Features ◽

Independent Component ◽

Feature Analysis ◽

Statistical Feature ◽

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Cloud enhancement of NOAA multispectral images by using independent component analysis and principal component analysis for sustainable systems

Computers & Electrical Engineering ◽

10.1016/j.compeleceng.2019.01.005 ◽

2019 ◽

Vol 74 ◽

pp. 35-46 ◽

Author(s):

T. Venkatakrishnamoorthy ◽

G. Umamaheswara Reddy

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Multispectral Images ◽

Sustainable Systems

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Dimensional contraction by principal component analysis as preprocessing for independent component analysis at MCG

Biomedical Engineering Letters ◽

10.1007/s13534-017-0024-5 ◽

2017 ◽

Vol 7 (3) ◽

pp. 221-227 ◽

Author(s):

M. Iwai ◽

K. Kobayashi

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Independent Component

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Gaussian and non-Gaussian Double Subspace Statistical Process Monitoring Based on Principal Component Analysis and Independent Component Analysis

Industrial & Engineering Chemistry Research ◽

10.1021/ie5025358 ◽

2015 ◽

Vol 54 (3) ◽

pp. 1015-1027 ◽

Author(s):

Jian Huang ◽

Xuefeng Yan

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Process Monitoring ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Statistical Process ◽

Non Gaussian ◽

Statistical Process Monitoring

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Modeling multivariable hydrological series: Principal component analysis or independent component analysis?

Water Resources Research ◽

10.1029/2006wr005617 ◽

2007 ◽

Vol 43 (6) ◽

Author(s):

Seth Westra ◽

Casey Brown ◽

Upmanu Lall ◽

Ashish Sharma

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Independent Component

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Comparing patterns of component loadings: Principal Component Analysis (PCA) versus Independent Component Analysis (ICA) in analyzing multivariate non-normal data

Behavior Research Methods ◽

10.3758/s13428-012-0193-1 ◽

2012 ◽

Vol 44 (4) ◽

pp. 1239-1243 ◽

Author(s):

Donghoh Kim ◽

Se-Kang Kim

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Component Loadings

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A novel method for identifying electrocardiograms using an independent component analysis and principal component analysis network

Measurement ◽

10.1016/j.measurement.2019.107363 ◽

2020 ◽

Vol 152 ◽

pp. 107363 ◽

Author(s):

Weiyi Yang ◽

Yujuan Si ◽

Di Wang ◽

Gong Zhang

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

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Mixed principal-component-analysis/independent-component-analysis transform for hyperspectral image analysis

Optical Engineering ◽

10.1117/1.2759225 ◽

2007 ◽

Vol 46 (7) ◽

pp. 077006 ◽

Author(s):

Jing Wang

Keyword(s):

Principal Component Analysis ◽

Image Analysis ◽

Independent Component Analysis ◽

Hyperspectral Image ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Hyperspectral Image Analysis

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