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Introduction to Robust Estimation and Hypothesis Testing

Autor Rand R. Wilcox
en Limba Engleză Hardback – 23 sep 2016
Introduction to Robust Estimating and Hypothesis Testing, 4th Editon, is a ‘how-to’ on the application of robust methods using available software. Modern robust methods provide improved techniques for dealing with outliers, skewed distribution curvature and heteroscedasticity that can provide substantial gains in power as well as a deeper, more accurate and more nuanced understanding of data. Since the last edition, there have been numerous advances and improvements. They include new techniques for comparing groups and measuring effect size as well as new methods for comparing quantiles. Many new regression methods have been added that include both parametric and nonparametric techniques. The methods related to ANCOVA have been expanded considerably. New perspectives related to discrete distributions with a relatively small sample space are described as well as new results relevant to the shift function. The practical importance of these methods is illustrated using data from real world studies. The R package written for this book now contains over 1200 functions.
New to this edition
  • 35% revised content
  • Covers many new and improved R functions
  • New techniques that deal with a wide range of situations


  • Extensive revisions to cover the latest developments in robust regression
  • Covers latest improvements in ANOVA
  • Includes newest rank-based methods
  • Describes and illustrated easy to use software
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Specificații

ISBN-13: 9780128047330
ISBN-10: 012804733X
Pagini: 810
Dimensiuni: 191 x 235 x 47 mm
Greutate: 1.59 kg
Ediția:4
Editura: ELSEVIER SCIENCE

Public țintă

The book is relevant to anyone dealing with methods for studying associations, comparing groups, or analyzing multivariate data. The book assumes the reader has had some basic training in statistics

Cuprins

1. Introduction2. A Foundation for Robust Methods3. Estimating Measures of Location and Scale4. Confidence Intervals in the One-Sample Case5. Comparing Two Groups6. Some Multivariate Methods7. One-Way and Higher Designs for Independent Groups8. Comparing Multiple Dependent Groups9. Correlation and Tests Of Independence10. Robust Regression11. More Regression Methods12. ANCOVA

Descriere

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Introduction to Robust Estimating and Hypothesis Testing, Fifth Edition is a useful ‘how-to’ on the application of robust methods utilizing easy-to-use software. This trusted resource provides an overview of modern robust methods, including improved techniques for dealing with outliers, skewed distribution curvature, and heteroscedasticity that can provide substantial gains in power. Coverage includes techniques for comparing groups and measuring effect size, current methods for comparing quantiles, and expanded regression methods for both parametric and nonparametric techniques. The practical importance of these varied methods is illustrated using data from real world studies. Over 1700 R functions are included to support comprehension and practice.

 

 

  • Includes the latest developments in robust regression
  • Provides many new, improved and accessible R functions
  • Offers comprehensive coverage of ANOVA and ANCOVA methods