Applied Compositional Data Analysis With Worked Examples in R /

This book presents the statistical analysis of compositional data using the log-ratio approach. It includes a wide range of classical and robust statistical methods adapted for compositional data analysis, such as supervised and unsupervised methods like PCA, correlation analysis, classification and...

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Hlavný autor: Filzmoser, Peter (Autor)
Médium: Elektronický zdroj E-kniha
Jazyk:English
Vydavateľské údaje: Cham : Springer International Publishing, 2018.
Vydanie:1st ed. 2018.
Edícia:Springer Series in Statistics,
Predmet:
Statistics .
Geochemistry.
ISBN:9783319964225
ISSN:0172-7397
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Obsah:
  • Preface
  • Acknowledgements
  • Compositional data as a methodological concept
  • Analyzing compositional data using R
  • Geometrical properties of compositional data
  • Exploratory data analysis and visualization
  • First steps for a statistical analysis
  • Cluster analysis
  • Principal component analysis
  • Correlation analysis
  • Discriminant analysis
  • Regression analysis
  • Methods for high-dimensional compositional data
  • Compositional tables
  • Preprocessing issues
  • Index.-.

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