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PRINCIPAL COMPONENTS ANALYSIS AND PARTIAL LEAST SQUARES REGRESSION
Citation:
Glen, W., W. III, AND D. Scott. PRINCIPAL COMPONENTS ANALYSIS AND PARTIAL LEAST SQUARES REGRESSION. U.S. Environmental Protection Agency, Washington, D.C., EPA/600/J-89/498 (NTIS PB91146373), 1989.
Description:
The mathematics behind the techniques of principal component analysis and partial least squares regression is presented in detail, starting from the appropriate extreme conditions. he meaning of the resultant vectors and many of their mathematical interrelationships are also presented. lso, partial least squares is developed as a `modification' of principal component analysis to underline the relationship between these two techniques. he adjacent paper includes applications.
Record Details:
Record Type:DOCUMENT( REPORT )
Product Published Date:12/31/1989
Record Last Revised:12/22/2005
Record ID:
50304