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

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Component Loadings

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):

Comparative Study ◽

Data Processing ◽

Eddy Current ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Pulsed Thermography

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):

Feature Vector ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Hyperspectral Images

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

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

10.1007/978-981-15-0633-8_104 ◽

2019 ◽

pp. 1027-1048

Author(s):

Bulbul Agrawal ◽

Shradha Dubey ◽

Manish Dixit

Keyword(s):

Comparative Study ◽

Principal Component ◽

Component Analysis ◽

Image Features ◽

Independent Component ◽

Feature Analysis ◽

Statistical Feature ◽

Facial Images

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 ◽

Component Analysis ◽

Independent Component ◽

Multispectral Images ◽

Sustainable Systems

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 ◽

Component Analysis ◽

Independent Component

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):

Process Monitoring ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Statistical Process ◽

Non Gaussian ◽

Statistical Process Monitoring

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 ◽

Component Analysis ◽

Independent Component

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 ◽

Cited By ~ 3

Author(s):

Weiyi Yang ◽

Yujuan Si ◽

Di Wang ◽

Gong Zhang

Keyword(s):

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Novel Method

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

Optical Engineering ◽

10.1117/1.2759225 ◽

2007 ◽

Vol 46 (7) ◽

pp. 077006 ◽

Cited By ~ 3

Author(s):

Jing Wang

Keyword(s):

Image Analysis ◽

Hyperspectral Image ◽

Principal Component ◽

Component Analysis ◽

Independent Component ◽

Hyperspectral Image Analysis

Recovering dipole sources from scalp-recorded event-related-potentials using component analysis: principal component analysis and independent component analysis

International Journal of Psychophysiology ◽

10.1016/j.ijpsycho.2004.03.009 ◽

2004 ◽

Vol 54 (3) ◽

pp. 201-220 ◽

Cited By ~ 34

Author(s):

John E. Richards

Keyword(s):

Principal Component ◽

Event Related Potentials ◽

Component Analysis ◽

Independent Component ◽

Related Potentials ◽

Dipole Sources