Chemometrics with R Multivariate Data Analysis in the Natural Sciences and Life Sciences /

• Main Author: Wehrens, Ron (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2011.
• Series: Use R
• Subjects: Life sciences.; Chemoinformatics.; Bioinformatics.; Computational biology.; Statistics.; Life Sciences.; Computer Applications in Chemistry.; Statistics for Life Sciences, Medicine, Health Sciences.; Computer Appl. in Life Sciences.

"Chemometrics with R" offers readers an accessible introduction to the world of multivariate statistics in the life sciences, providing a complete description of the general data analysis paradigm, from exploratory analysis to modeling to validation. Several more specific topics from the a...

Table of Contents:

• Introduction
• Part I Preliminaries: Data
• Preprocessing
• Part II Exploratory Analysis: Principal Component Analysis
• Self-Organizing Maps
• Clustering
• Part III Modelling: Classification
• Multivariate Regression
• Part IV Model Inspection: Validation
• Variable Selection
• Part V Applications: Chemometric
• Part VI Appendices: R packages Used in This Book
• References
• Index.