Factor analysis in chemistry / Edmund R. Malinowski.
By: Malinowski, Edmund R
.
Material type:
BookPublisher: New York : Wiley, c1991Edition: 2nd ed.Description: xii, 350 p. : ill. ; 25 cm.ISBN: 0471530093.Subject(s): Chemistry -- Statistical methods| Item type | Current library | Call number | Copy number | Status | Barcode | |
|---|---|---|---|---|---|---|
| General lending | MTU Bishopstown Library Lending | 542 (Browse shelf(Opens below)) | 1 | Available | 00012000 |
Enhanced descriptions from Syndetics:
A complete revision to the theory, practice and applications of factor analysis in chemistry--a mathematical technique for studying matrices of data. Methods of factor analysis that are quicker, more cost effective and easier as a result of new computer applications are included. Topics added include A and R model analysis, singular value decomposition, NIPALS decomposition and iterative key set factor analysis. New methods for rank determination, statistical methods for target testing, errors in factor loadings and weighted factor analysis are also treated in this edition. Special methods of factor analysis such as classical factor analysis, common factors, communality, partial least squares, and modeling and self modeling methods of evolutionary factor analysis are also included.
"A Wiley-Interscience publication."
Bibliography: (pages 334-335) and indexes.
Introduction -- Main steps -- Mathematical formulation of target factor analysis -- Effects of experimental error on target factor analysis -- Numerical examples of target factor analysis -- Special methods of factor analysis -- Component analysis -- Nuclear magnetic resonance -- Chromatography -- Additional applications.
Table of contents provided by Syndetics
- Preface (p. ix)
- Preface to the Second Edition (p. xi)
- Preface to the First Edition (p. xiii)
- Historical Perspective of the Author (p. xv)
- Prologue (p. xvii)
- 1 Introduction (p. 1)
- 2 Main Steps (p. 11)
- 3 Mathematical Formulation of Target Factor Analysis (p. 28)
- 4 Effects of Experimental Error on Target Factor Analysis (p. 73)
- 5 Numerical Examples of Target Factor Analysis (p. 133)
- 6 Evolutionary Methods (p. 151)
- 7 Multimode Factor Analysis (p. 197)
- 8 Partial Least-Squares Regression (p. 223)
- 9 Component Analysis (p. 255)
- 10 Nuclear Magnetic Resonance (p. 295)
- 11 Chromatography (p. 311)
- 12 Additional Applications (p. 335)
- Appendix A Pseudoinverse (p. 382)
- Appendix B Toolbox for Chemical Factor Analysis (p. 384)
- Appendix C MATLAB programs (p. 387)
- Bibliography (p. 393)
- Author Index (p. 397)
- Subject Index (p. 405)