Permutation tests for complex data : theory, applications and software
tarafından
 
Pesarin, Fortunato, author.

Başlık
Permutation tests for complex data : theory, applications and software

Yazar
Pesarin, Fortunato, author.

ISBN
9781119438199
 
9781119438229

Basım Bilgisi
Second edition.

Fiziksel Tanımlama
1 online resource.

Seri
Wiley series in probability and statistics

Genel Not
Includes index.
 
Previous edition: 2010.

Özet
"Complex multivariate testing problems are frequently encountered in many scientific disciplines, such as engineering, medicine and the social sciences. As a result, modern statistics needs permutation testing for complex data with low sample size and many variables, especially in observational studies. The Authors describe permutation tests from the point of view of experimental design, avoiding cumbersome mathematical details, and illustrate the process of devising an appropriate permutation test through case studies. In addition to the text, we contribute two open source packages for permutation tests, permute in Python and permuter in R, which include a comprehensive code base to implement common permutation tests as well as the code to implement each of the book's case studies. This text may serve as an introduction to permutation tests for researchers, a handbook for researchers hoping to use the open source code, and a textbook in a graduate-level statistics or data science course"-- Provided by publisher.

Notlar
John Wiley and Sons

Konu Terimleri
Statistical hypothesis testing.
 
Permutations.
 
Multivariate analysis.
 
Tests d'hypothèses (Statistique)
 
Permutations (Mathématiques)
 
Analyse multivariée.
 
Multivariate analysis
 
Permutations
 
Statistical hypothesis testing

Yazar Ek Girişi
Salmaso, Luigi,

Elektronik Erişim
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119438199


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