Cover of Handbook of Regression Analysis With Applications in R

Handbook of Regression Analysis With Applications in R

Samprit Chatterjee, Jeffrey S. Simonoff
Publisher: John Wiley & Sons
Published: 2020
ISBN-13: 9781119392378
ISBN-10: 1119392373
Pages: 384
Subjects: Mathematics / Probability & Statistics / Regression Analysis, Mathematics / General, Mathematics / Probability & Statistics / Stochastic Processes
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About Handbook of Regression Analysis With Applications in R

Handbook and reference guide for students and practitioners of statistical regression-based analyses in R Handbook of Regression Analysis with Applications in R, Second Edition is a comprehensive and up-to-date guide to conducting complex regressions in the R statistical programming language. The authors' thorough treatment of "classical" regression analysis in the first edition is complemented here by their discussion of more advanced topics including time-to-event survival data and longitudinal and clustered data. The book further pays particular attention to methods that have become prominent in the last few decades as increasingly large data sets have made new techniques and applications possible. These include: Regularization methods Smoothing methods Tree-based methods In the new edition of the Handbook, the data analyst's toolkit is explored and expanded. Examples are drawn from a wide variety of real-life applications and data sets. All the utilized R code and data are availa...

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