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Robust Statistical Methods with R, Second Edition
Hoofdkenmerken
Auteur: Jana Jurečková; Jan Picek; Martin Schindler
Titel: Robust Statistical Methods with R, Second Edition
Uitgever: Taylor & Francis
ISBN: 9781351975124
ISBN boekversie: 9781032092607
Editie: 2
Prijs: € 63.54
Verschijningsdatum: 29-05-2019
Inhoudelijke kenmerken
Categorie: General
Taal: English
Imprint: Chapman \u0026 Hall
Technische kenmerken
Verschijningsvorm: E-book
 

Inhoudsopgave:

The second edition of Robust Statistical Methods with R provides a systematic treatment of robust procedures with an emphasis on new developments and on the computational aspects. There are many numerical examples and notes on the R environment, and the updated chapter on the multivariate model contains additional material on visualization of multivariate data in R. A new chapter on robust procedures in measurement error models concentrates mainly on the rank procedures, less sensitive to errors than other procedures. This book will be an invaluable resource for researchers and postgraduate students in statistics and mathematics. Features • Provides a systematic, practical treatment of robust statistical methods • Offers a rigorous treatment of the whole range of robust methods, including the sequential versions of estimators, their moment convergence, and compares their asymptotic and finite-sample behavior • The extended account of multivariate models includes the admissibility, shrinkage effects and unbiasedness of two-sample tests • Illustrates the small sensitivity of the rank procedures in the measurement error model • Emphasizes the computational aspects, supplies many examples and illustrations, and provides the own procedures of the authors in the R software on the book’s website
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