Beyond principal components: a critical comparison of factor analysis methods for subspace modelling in chemistry

Author:

Wentzell Peter D.1ORCID,Giglio Cannon1,Kompany-Zareh Mohsen12

Affiliation:

1. Trace Analysis Research Centre, Department of Chemistry, Dalhousie University, PO Box 15000, Halifax, NS, B3H 4R2, Canada

2. Institute for Advanced Study in Basic Sciences, GavaZang, Zanjan, 45137-66731, Iran

Abstract

Principal components analysis (PCA) is widely used in analytical chemistry, but is only one type of broader range of factor analysis tools that are described in this article.

Funder

Natural Sciences and Engineering Research Council of Canada

Institute for Advanced Studies in Basic Sciences

Publisher

Royal Society of Chemistry (RSC)

Subject

General Engineering,General Chemical Engineering,Analytical Chemistry

Reference117 articles.

1. E. R.Malinowski , Factor Analysis in Chemistry , Wiley , New York , 3rd edn, 2002

2. S. A.Mulaik , Foundations of Factor Analysis , CRC Press , New York , 2nd edn, 2010

3. D. J.Bartholomew , Three faces of factor analysis , in Factor Analysis at 100: Historical Developments and Future Directions , ed. R. Cudeck and R. C. MacCallum , Lawrence Erlbaum Associates , Mahwah, NJ , 2007 , pp. 9–21

4. R. C.MacCallum , M. W.Browne and L.Cai , Factor analysis models as approximations , in Factor Analysis at 100: Historical Developments and Future Directions , ed. R. Cudeck and R. C. MacCallum , Lawrence Erlbaum Associates , Mahwah, NJ , 2007 , pp. 153–175

5. Principal component analysis

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