Multivariate Data Analysis -in practice (5th Edition)


Author : Professor Kim H. Esbensen, Aalborg University, Esbjerg, Denmark

ISBN : 82-993330-3-2
 

Includes sample datasets & The Unscrambler® (Training version).

  • Practical applications 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
  • Theory supported by practical hands-on exercises based on real-world data

  

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Contents

  1. Introduction to Multivariate Data Analysis overview
  2. Getting Started - with Descriptive Statistics
  3. Principal Component Analysis (PCA) – Introduction
  4. Principal Component Analysis (PCA) - In Practice
  5. PCA Exercises - Real-World Application Examples
  6. Multivariate Calibration (PCR/PLS)
  7. Validation: Mandatory Performance Testing
  8. How to Perform PCR and PLS-R
  9. Multivariate Data Analysis - in Practice: Miscellaneous Issues
  10. PLS (PCR) Exercises: Real-World Application Examples - I
  11. PLS (PCR) Multivariate Calibration - In Practice
  12. PLS (PCR) Exercises: Real-World Applications - II
  13. Master Data Sets: Interim Examination
  14. Uncertainty Estimates, Significance and Stability (Martens' Uncertainty Test)
  15. SIMCA: An Introduction to Classification
  16. Introduction to Experimental Design
  17. Complex Experimental Design Problems
  18. Comparison of Methods for Multivariate Data Analysis - And their Validation
  19. Literature
  20. Appendix: Algorithms
  21. Appendix: Software Installation and User Interface

Tutorial exercises,based on data drawn from real-world applications are used throughout the book to illustrate the use of the techniques introduced.This provides the reader with a working knowledge of modern Multivariate Data Analysis. All exercises use The Unscrambler®. The Introducer 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.

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Das Buch vermittelt einen sehr umfassenden Einblick in die Methoden der Multivariaten Datenanalyse. Erstmalig liegt damit ein deutschsprachiges "Standardwerk" vor, welches sich...

- Dipl. Kfm. (FH) Robert Möslein
Institut fuer Sensorikforschung und Innovationsberatung GmbH
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