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

Libing Bai; Bin Gao; Shulin Tian; Yuhua Cheng; Yifan Chen; Gui Yun Tian; W. L. Woo

doi:10.1063/1.4823521

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 ◽

Cited By ~ 15

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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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 ◽

Facial Images

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A comparative study of independent component analysis with principal component analysis in geological objects identification. Part II: A case study of Pinghe District, Fujian, China

Journal of Geochemical Exploration ◽

10.1016/j.gexplo.2014.11.014 ◽

2015 ◽

Vol 149 ◽

pp. 136-146 ◽

Cited By ~ 8

Author(s):

Jie Yang ◽

Qiuming Cheng

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Comparative Study ◽

Principal Component ◽

Component Analysis ◽

Independent Component

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Comparative Study of Principal Component Analysis and Independent Component Analysis

International Journal of Computer Applications ◽

10.5120/16087-5399 ◽

2014 ◽

Vol 92 (15) ◽

pp. 45-49 ◽

Cited By ~ 2

Author(s):

Sushma NiketBorade ◽

Ratnadeep R. Deshmukh

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Comparative Study ◽

Principal Component ◽

Component Analysis ◽

Independent Component

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A comparative study of independent component analysis with principal component analysis in geological objects identification, Part I: Simulations

Journal of Geochemical Exploration ◽

10.1016/j.gexplo.2014.11.013 ◽

2015 ◽

Vol 149 ◽

pp. 127-135 ◽

Cited By ~ 7

Author(s):

Jie Yang ◽

Qiuming Cheng

Keyword(s):

Principal Component Analysis ◽

Independent Component Analysis ◽

Comparative Study ◽

Principal Component ◽

Component Analysis ◽

Independent Component

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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 ◽

Cited By ~ 2

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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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 ◽

Cited By ~ 1

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 ◽

Cited By ~ 3

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 ◽

Cited By ~ 26

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) ◽

Cited By ~ 44

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 ◽

Cited By ~ 13

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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