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...
Κύριοι συγγραφείς: | , , |
---|---|
Συγγραφή απο Οργανισμό/Αρχή: | |
Μορφή: | Ηλεκτρονική πηγή Ηλ. βιβλίο |
Γλώσσα: | English |
Έκδοση: |
Cham :
Springer International Publishing : Imprint: Springer,
2018.
|
Έκδοση: | 1st ed. 2018. |
Σειρά: | Springer Series in Statistics,
|
Θέματα: | |
Διαθέσιμο Online: | Full Text via HEAL-Link |
Πίνακας περιεχομένων:
- 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.-.