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Main Title Principal Components Analysis and Partial Least Squares Regression.
Author Glen, W. G. ; Dunn, W. J. ; Scott, D. R. ;
CORP Author Environmental Protection Agency, Research Triangle Park, NC. Atmospheric Research and Exposure Assessment Lab. ;Illinois Univ. at Chicago.
Publisher c1989
Year Published 1989
Report Number EPA/600/J-89/498;
Stock Number PB91-146373
Additional Subjects Multivariate analysis ; Data analysis ; Pattern recognition ; Classifying ; Algorithms ; Mathematical models ; Correlation ; Regression analysis ; Variance(Statistics) ; Reprints ; Principal component analysis ; Partial least squares regression
Library Call Number Additional Info Location Last
NTIS  PB91-146373 Some EPA libraries have a fiche copy filed under the call number shown. 07/26/2022
Collation 28p
Abstract The mathematics behind the techniques of principal component analysis and partial least squares regression is presented in detail, starting from the appropriate extrema conditions. The meaning of the resultant vectors and many of their mathematical interrelationships are also presented. Also, partial least squares is developed as a 'modification' of principal component analysis to underline the relationship between these two techniques.
Supplementary Notes Pub. in Tetrahedron Computer Methodology, v2 n6 p349-376 1989. Prepared in cooperation with Illinois Univ. at Chicago.
NTIS Title Notes Journal article.
Title Annotations Reprint: Principal Components Analysis and Partial Least Squares Regression.
Category Codes 72B; 72F
NTIS Prices PC A03/MF A01
Primary Description 600/09
Document Type NT
Cataloging Source NTIS/MT
Control Number 109130654
Origin NTIS
Type CAT