Chemometrics with R
Multivariate data analysis in the natural sciences and 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 area of chemometrics are included in a special section. The corresponding R code is provided for all the examples in the book; scripts, functions and data are available in a separate, publicly available R package. For researchers working in the life sciences, the book can also serve as an easy-to-use primer on R.
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.
Introduction
Part I Preliminaries: DataPreprocessing
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.
Wehrens, Ron
ISBN | 9783642178405 |
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Artikelnummer | 9783642178405 |
Medientyp | Buch |
Copyrightjahr | 2011 |
Verlag | Springer, Berlin |
Umfang | 286 Seiten |
Abbildungen | 99 SW-Abb., 1 Tabellen |
Sprache | Englisch |