LEADER 02280oam 2200313z- 450 001 9911018812203321 005 20250709200335.6 010 $a1-119-43819-5 035 $a(CKB)4100000010870885 035 $a(EXLCZ)994100000010870885 100 $a20200420cuuuuuuuu -u- - 101 0 $aeng 200 10$aPermutation tests for complex data $etheory, applications and software /$fFortunato Pesarin, University of Padova, Luigi Salmaso, University of Padova 210 $cJohn Wiley & Sons, Inc 311 08$a1-119-43823-3 330 $a"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. 517 $aPermutation Tests for Complex Data 606 $aStatistical hypothesis testing$3http://id.loc.gov/authorities/subjects/sh85127567 606 $aPermutations$3http://id.loc.gov/authorities/subjects/sh85099995 606 $aMultivariate analysis$3http://id.loc.gov/authorities/subjects/sh85088390 615 0$aStatistical hypothesis testing 615 0$aPermutations 615 0$aMultivariate analysis 700 $aPesarin$b Fortunato$4aut$4http://id.loc.gov/vocabulary/relators/aut$0103222 702 $aSalmaso$b Luigi$4http://id.loc.gov/vocabulary/relators/aut 906 $aBOOK 912 $a9911018812203321 996 $aPermutation tests for complex data$94422742 997 $aUNINA