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Introduction to Robust Estimation and Hypothesis Testing

Introduction to Robust Estimation and Hypothesis Testing

Authors
Publisher Elsevier S & T
Year 18/09/2021
Edition Fifth
Version eBook: Reflowable eTextbook (ePub)
Language English
ISBN 9780128200995
Categories Probability & statistics
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Book description

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

Introduction to Robust Estimation and Hypothesis Testing

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