Factor Analysis in Chemistry

Edmund R. Malinowski (Autor)

Buch | Hardcover

432 Seiten

2002 | 3rd edition
John Wiley & Sons Inc (Verlag)
978-0-471-13479-4 (ISBN)

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The third edition of a classic work in factor analysis. Completely updated and expanded to cover many new methodologies, this edition meets the needs of the practising analytical chemist. It is the most comprehensive book on factor analysis on the market, suitable for the practitioner in both industry and academia.

Factor analysis is a mathematical tool for examining a wide range of data sets, with applications especially important to the design of experiments (DOE), spectroscopy, chromatography, and chemometrics. Whereas the first two editions concentrated on standardizing the fundamentals of this emerging discipline, the Third Edition of Factor Analysis in Chemistry, the "bible" of factor analysis, proves a comprehensive handbook at a level that is consistent with the research and design of experiments today. With the exception of updates, the introductory chapters remain unchanged. Chapter 6 has been edited to focus on evolutionary methods, including window factor analysis, transmutation, and DECRA. Selections on partial least squares and multimode analysis have been expanded and consolidated into two new chapters, 7 and 8. Some of the latest advances in a wide variety of fields, such as chromatography, NMR, biomedicine, environmental science, food, and fuels, are described in the applications chapters (chapters 9 through 12).

Other features of the book include:

Provides history of the discipline as well as theory, philosophy, and applications
Written for all readership levels: introductory, intermediate, and advanced
Explains complicated concepts in simple language without sacrificing mathematical rigor
Presents concepts and programs in a style that allows the user to develop programs in any computer language
Demonstrates the utility of various factor analytical techniques for solving practical problems in chemistry and related sciences
Showcases a unique presentation of partial least squares

EDMUND R. MALINOWSKI, PhD, is Emeritus Professor of Chemistry at the Stevens Institute of Technology in Hoboken, New Jersey.

Preface.

Preface to the Second Edition.

Preface to the First Edition.

Historical Perspective of the Author.

Prologue.

Introduction.

Main Steps.

Mathematical Formulation of Target Factor Analysis.

Effects of Experimental Error on Target Factor Analysis.

Numerical Examples of Target Factor Analysis.

Evolutionary Methods.

Multimode Factor Analysis.

Partial Least-Squares Regression.

Component Analysis.

Nuclear Magnetic Resonance.

Chromatography.

Additional Applications.

Appendix A: Pseudoinverse.

Appendix B: Toolbox for Chemical Factor Analysis.

Appendix C: MATLAB Programs.

Bibliography.

Author Index.

Subject Index.

Erscheint lt. Verlag	14.3.2002
Verlagsort	New York
Sprache	englisch
Maße	162 x 240 mm
Gewicht	705 g
Themenwelt	Mathematik / Informatik ► Mathematik ► Analysis
Themenwelt	Naturwissenschaften ► Chemie ► Analytische Chemie
ISBN-10	0-471-13479-1 / 0471134791
ISBN-13	978-0-471-13479-4 / 9780471134794
Zustand	Neuware