Exploratory Multivariate Analysis by Example Using R, Second Edition

Exploratory Multivariate Analysis by Example Using R, Second Edition

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LF/648591/R
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Full of real-world case studies and practical advice,Exploratory Multivariate Analysis by Example Using R, Second Editionfocuses on four fundamental methods of multivariate exploratory data analysis that are most suitable for applications. It covers principal component analysis (PCA) when variables are quantitative, correspondence analysis (CA) and multiple correspondence analysis (MCA) when variables are categorical, and hierarchical cluster analysis.The authors take a geometric point of view that provides a unified vision for exploring multivariate data tables. Within this framework, they present the principles, indicators, and ways of representing and visualising objects that are common to the exploratory methods. The authors show how to use categorical variables in a PCA context in which variables are quantitative, how to handle more than two categorical variables in a CA context in which there are originally two variables, and how to add quantitative variables in an MCA context in which variables are categorical. They also illustrate the methods using examples from various fields, with related R code accessible in the FactoMineR package developed by the authors.The book has been written using minimal mathematics so as to appeal to applied statisticians, as well as researchers from various disciplines, including medical research and the social sciences. Readers can use the theory, examples, and software presented in this book in order to be fully equipped to tackle real-life multivariate data.
LF/648591/R

Data sheet

Name of the Author
François
Husson
Jerome
Le
Pagès
Sébastien
Language
English
Series
Chapman & Hall/CRC Computer Science & Data Analysis
ISBN
9781315301860
Release date
2017

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Exploratory Multivariate Analysis by Example Using R, Second Edition

Full of real-world case studies and practical advice,Exploratory Multivariate Analysis by Example Using R, Second Editionfocuses on four fundamental methods ...

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