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Extending the Linear Model with R 2nd Edition

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Original price was: $45.00.Current price is: $34.97.

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Original price was: $45.00.Current price is: $34.97.

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Inspect Banking Institution For Expanding the Linear Model with R 2nd Edition

Ever since the release of the successful, highly recommended initial edition, R has significantly widened both in reputation and in the number of available packages. Expanding the Linear Model with R: Generalized Linear, Blended Outcomes and Nonparametric Regression Models, Second Edition utilizes the enhanced functionality now obtainable in R and extensively revises and presents numerous subjects.

Fresh to the Second Edition

  • Expanded coverage of binary and binomial responses, including proportion responses, quasibinomial and beta regression, and practical matters concerning these models
  • New sections on Poisson models with dispersion, zero inflated count models, linear discriminant analysis, and sandwich and robust estimation for generalized linear models (GLMs)
  • Overhauled chapters on random impacts and repeated measures that mirror modifications in the lme4 package and current approaches to conducting hypothesis testing for the models using different methods
  • Novel chapter on the Bayesian analysis of blended impact models that illustrates the use of STAN and presents the approximation methodology of INLA
  • Revised chapter on generalized linear mixed models to reflect the much richer assortment of fitting software now available
  • Updated coverage of splines and confidence bands in the chapter on nonparametric regression
  • Fresh material on random forests for regression and classification
  • Refashioned R code throughout, particularly the many plots using the ggplot2 package
  • Revised and expanded exercises with solutions now included

Illustrates the Interplay of Theory and Practice

This book continues to encompass a variety of methodologies that expand from the linear regression model. It introduces three expansions to the linear framework: GLMs, mixed impact models, and nonparametric regression models. The book elucidates data analysis using real examples and incorporates all the R instructions necessary to replicate the analyses.

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Extending the Linear Model with R 2nd Edition
Extending the Linear Model with R 2nd Edition

Original price was: $45.00.Current price is: $34.97.

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