Permutation tests for complex data : theory, applications and software
by
Pesarin, Fortunato, author.
Title
:
Permutation tests for complex data : theory, applications and software
Author
:
Pesarin, Fortunato, author.
ISBN
:
9781119438199
9781119438229
Edition
:
Second edition.
Physical Description
:
1 online resource.
Series
:
Wiley series in probability and statistics
General Note
:
Includes index.
Previous edition: 2010.
Abstract
:
"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.
Local Note
:
John Wiley and Sons
Subject Term
:
Statistical hypothesis testing.
Permutations.
Multivariate analysis.
Tests d'hypothèses (Statistique)
Permutations (Mathématiques)
Analyse multivariée.
Multivariate analysis
Permutations
Statistical hypothesis testing
Added Author
:
Salmaso, Luigi,
Electronic Access
:
| Library | Material Type | Item Barcode | Shelf Number | [[missing key: search.ChildField.HOLDING]] | Status |
|---|
| Online Library | E-Book | 600033-1001 | QA277 .P374 2025 | | Wiley E-Kitap Koleksiyonu |