Basic chemometric techniques in atomic spectroscopy

• Other Authors: Andrade-Garda, José M.
• Format: Electronic eBook
• Language: English
• Published: Cambridge : RSC Pub., 2013.
• Edition: 2nd ed.
• Series: RSC analytical spectroscopy monographs ; 13.
• Subjects: Atomic spectroscopy.; Chemometrics.; elektronické knihy; electronic books
• ISBN: 9781849739344; 184973934X; 9781680158168; 1680158163; 1849737967; 9781849737968; 9781782625445; 1782625445
• ISSN: 2041-9732 ;
• Physical Description: 1 online resource (xviii, 412 pages) : illustrations

This is the first book for atomic spectroscopists to present the basic principles of experimental designs, optimization and multivariate regression. Multivariate regression is a valuable statistical method for handling complex problems (such as spectral and chemical interferences) which arise during...

Table of Contents:

• An overview of atomic spectrometric techniques; Classical linear regression by the least squares method; Implenting a robust methodology: experimental designs and optimisation; Ordinary multiple linear regression and principal components regression; Partial least-squares regression; Multivariate regression using artificial neural networks and support vector mechines; Index