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       IM Publications LLP :: NIR Spectroscopy :: Multivariate Data Analysis-in Practice 5 Edition + CD

 

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Multivariate Data Analysis-in Practice 5 Edition + CD
Multivariate Data Analysis-in Practice 5 Edition + CD 
Multivariate Data Analysis in practice adopts a practical, non-mathematical approach to multivariate data analysis. The book's principal objective is to provide a conceptual framework for multivariate data analysis techniques, enabling the reader to apply these in his or her own field. This easy to read, step-by-step instruction book for multivariate data analysis covers all the basics up to and including advanced validation issues and complex designs of experiments. Real-world examples guide the practitioner in comprehending the application of multivariate statistical analysis. Professionals requiring some statistical knowledge or analysis also use this self-study across industries. Tutorial exercises based on data drawn from real-world applications are used throughout the book to illustrate the use of the techniques introduced, providing the reader with a working knowledge of modern multivariate data analysis. All exercises use The Unscambler.

The book focuses on the practical application of multivariate techniques such as PCA, PCR, and PLS, Non-mathematical approach - ideal for analysts with little or no background in statistics, step by step introduction of new concepts and techniques promotes ease of learning, theory supported by practical hands-on exercises based on real-world data and numerous worked examples. A full training copy of the The Unscambler including data sets for the exercises is available.

It is an excellent self-study text for scientists, chemists and engineers of all disciplines-statisticians or non-statisticians wishing to exploit the power of modern multivariate methods.
 
 
Contents

  • Introduction to Multivariate Data Analysis - Overview
  • Getting Started - with Descriptive Statistics
  • Principal component Analysis (PCA) Introduction
  • Principal Component Analysis (PCA) in Practice
  • PCA Exercises -Real-World Application Examples
  • Multivariate Calibration (PCR/PLS)
  • Validation: Mandatory Performance Testing
  • How to perform PCR and PLS-R
  • Multivariate Data Analysis - in Practice: Miscellaneous Issues
  • PLC (PCR) Exercises: Real-World Application Examples - 1
  • PLS (PCR) Multivariate Calibration - In Practice
  • PLS (PCR) Exercises: Real-World Applications Examples - 11
  • Master Data Sets: Interim Examination
  • Uncertainty Estimates, Significance and Stability (Martens' Uncertainty Test)
  • SIMCA: An Introduction to Classification
  • Introduction to Experimental Design
  • Complex Experimental Design Problems
  • Comparison of Methods for Multivariate Data Analysis - And Their Validation
  • Literature
  • Appendix: Algorithms
  • Glossary of Terms
  • Index


Details
 
AUTHOR(S)/ED(S) Kim H. Esbensen
BINDING Paperback
PUBLISHED 2006
NO. PAGES xx + 598
AVAILABILITY In stock for immediate despatch

Price:

£90.00

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