Nonparametric Statistical Methods Using R: Chapman & Hall/CRC Texts in Statistical Science
Autor John Kloke, Joseph McKeanen Limba Engleză Hardback – 20 mai 2024
“This book would be especially good for the shelf of anyone who already knows nonparametrics, but wants a reference for how to apply those techniques in R.”
-The American Statistician
This thoroughly updated and expanded second edition of Nonparametric Statistical Methods Using R covers traditional nonparametric methods and rank-based analyses. Two new chapters covering multivariate analyses and big data have been added. Core classical nonparametrics chapters on one- and two-sample problems have been expanded to include discussions on ties as well as power and sample size determination. Common machine learning topics --- including k-nearest neighbors and trees --- have also been included in this new edition.
Key Features:
- Covers a wide range of models including location, linear regression, ANOVA-type, mixed models for cluster correlated data, nonlinear, and GEE-type.
- Includes robust methods for linear model analyses, big data, time-to-event analyses, timeseries, and multivariate.
- Numerous examples illustrate the methods and their computation.
- R packages are available for computation and datasets.
- Contains two completely new chapters on big data and multivariate analysis.
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Specificații
ISBN-13: 9780367651350
ISBN-10: 0367651351
Pagini: 480
Ilustrații: 184
Dimensiuni: 156 x 234 x 34 mm
Greutate: 0.84 kg
Ediția:2
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Texts in Statistical Science
Locul publicării:Boca Raton, United States
ISBN-10: 0367651351
Pagini: 480
Ilustrații: 184
Dimensiuni: 156 x 234 x 34 mm
Greutate: 0.84 kg
Ediția:2
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Texts in Statistical Science
Locul publicării:Boca Raton, United States
Public țintă
Academic and PostgraduateCuprins
1. Introduction 2. One-Sample Problems 3. Two-Sample Problems 4. Regression 5. ANOVA-Type Rank-Based Procedures 6. Categorical 7. Linear Models 8. Topics in Regression 9. Cluster Correlated Data 10. Multivariate Analysis 11. Big Data Appendix - R Version Information
Notă biografică
John D. Kloke is a bit of a jack-of-all-trades as he has worked as a clinical trial statistician supporting industry as well as academic studies and he also served as a teacher-scholar at several academic institutions. He has held faculty positions at the University of California - Santa Barbara, University of Wisconsin - Madison, University of Pittsburgh, Bucknell University, and Pomona College. An early adopter of R, he is an author and maintainer of numerous R packages, including Rfit and npsm. He has published papers on nonparametric rank-based estimation, including analysis of cluster correlated data.
Joseph W. McKean is a professor emeritus of statistics at Western Michigan University. He has published many papers on nonparametric and robust statistical procedures and has co-authored several books, including Robust Nonparametric Statistical Methods and Introduction to Mathematical Statistics. He co-edited the book Robust Rank-Based and Nonparametric Methods. He served as an associate editor of several statistics journals and is a fellow of the American Statistical Association.
Joseph W. McKean is a professor emeritus of statistics at Western Michigan University. He has published many papers on nonparametric and robust statistical procedures and has co-authored several books, including Robust Nonparametric Statistical Methods and Introduction to Mathematical Statistics. He co-edited the book Robust Rank-Based and Nonparametric Methods. He served as an associate editor of several statistics journals and is a fellow of the American Statistical Association.
Descriere
This thoroughly updated and expanded second edition covers traditional nonparametric methods and rank-based analyses. Two new chapters covering multivariate analyses and big data have been added. Core classical nonparametrics chapters on one- and two-sample problems have been expanded