20% off all books with the code: BOOKS
  • check 10+ million books
  • check New arrivals every day
  • check Trusted by 1M+ customers
  • check Great prices & discounts
  • check Shipping across Europe

Applied Compositional Data Analysis With Worked Examples in R - Peter Filzmoser,Karel Hron,Matthias Templ

English
2018-11-13
€248.84 €311.05

-20% with code BOOKS

In stock at our supplier

Shipping in 10-16 days

30-day return policy

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 regression. In addition, it considers special data structures like high-dimensional compositions and composit ... Full description

You May Also Like

Description

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 regression. In addition, it considers special data structures like high-dimensional compositions and compositional tables. The methodology introduced is also frequently compared to methods which ignore the specific nature of compositional data. It focuses on practical aspects of compositional data analysis rather than on detailed theoretical derivations, thus issues like graphical visualization and preprocessing (treatment of missing values, zeros, outliers and similar artifacts) form an important part of the book. Since it is primarily intended for researchers and students from applied fields like geochemistry, chemometrics, biology and natural sciences, economics, and social sciences, all the proposed methods are accompanied by worked-out examples in R using the package robCompositions.

More Information

Author Peter Filzmoser, Karel Hron, Matthias Templ
Publisher Springer International Publishing
Release year 2018
Cover type Hardcover
EAN 9783319964201
Write Your Own Review
You're reviewing: Applied Compositional Data Analysis With Worked Examples in R
Your Rating:

Goodreads Reviews

€248.84 €311.05