An Introduction to Nonparametric Statistics - Rilegato

Kolassa, John E.

 
9780367194840: An Introduction to Nonparametric Statistics
Rilegato
ISBN 10: 0367194848 ISBN 13: 9780367194840
Casa editrice: Chapman & Hall, 2020

Sinossi

An Introduction to Nonparametric Statistics presents techniques for statistical analysis in the absence of strong assumptions about the distributions generating the data. Rank-based and resampling techniques are heavily represented, but robust techniques are considered as well. These techniques include one-sample testing and estimation, multi-sample testing and estimation, and regression.

Attention is paid to the intellectual development of the field, with a thorough review of bibliographical references. Computational tools, in R and SAS, are developed and illustrated via examples. Exercises designed to reinforce examples are included.

Features

  • Rank-based techniques including sign, Kruskal-Wallis, Friedman, Mann-Whitney and Wilcoxon tests are presented

  • Tests are inverted to produce estimates and confidence intervals

  • Multivariate tests are explored

  • Techniques reflecting the dependence of a response variable on explanatory variables are presented

  • Density estimation is explored

  • The bootstrap and jackknife are discussed

This text is intended for a graduate student in applied statistics. The course is best taken after an introductory course in statistical methodology, elementary probability, and regression. Mathematical prerequisites include calculus through multivariate differentiation and integration, and, ideally, a course in matrix algebra.

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Informazioni sull?autore

John Kolassa is Professor of Statistics and Biostatistics, Rutgers, the State University of New Jersey.

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Editore
Chapman & Hall
Data di pubblicazione
2020
Lingua
Inglese
ISBN 10 
0367194848
ISBN 13 
9780367194840
Rilegatura
Copertina rigida
Numero edizione
1
Numero di pagine
224
Contatto del produttore
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Germania

Altre edizioni note dello stesso titolo

9780367564384: An Introduction to Nonparametric Statistics

Edizione in evidenza

ISBN 10:  0367564386 ISBN 13:  9780367564384
Casa editrice: Chapman and Hall/CRC, 2022
Brossura