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Solutions Manual to Advanced Regression Models with SAS and R 1st Edition Olga Korosteleva

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Solutions Manual to Advanced Regression Models with SAS and R 1st Edition Olga Korosteleva Digital Instant Download

 

Author(s): Olga Korosteleva
Edition: 1
File Details: PDF, 4.00 MB
Year: 2019
Language: English
SKU: EB-22502100 Category: Tag:

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Product details:

  • ISBN-10 ‏ : ‎ 1138049018
  • ISBN-13 ‏ : ‎ 978-1138049017
  • Author:  Olga Korosteleva

Advanced Regression Models with SAS and R exposes the reader to the modern world of regression analysis. The material covered by this book consists of regression models that go beyond linear regression, including models for right-skewed, categorical and hierarchical observations. The book presents the theory as well as fully worked-out numerical examples with complete SAS and R codes for each regression. The emphasis is on model accuracy and the interpretation of results. For each regression, the fitted model is presented along with interpretation of estimated regression coefficients and prediction of response for given values of predictors.

Table of contents:

  1. Multiple Linear Regression Models.
  2. Regression Models for Binary Response.
  3. Regression Models for Categorical Response.
  4. Generalized Linear Models for Count Response.
  5. Poisson Regression Model.
  6. Generalized Linear Models for Over-dispersed Count Response.
  7. Negative Binomial Regression Model.
  8. Regression Models for Continuous Proportion Response.
  9. Linear Mixed Models for Longitudinal Data.
  10. Generalized Linear Mixed Models for Longitudinal Data.
  11. Generalized Estimating Equations Regression Model.
  12. Hierarchical Regression Models.
  13. Structural Equation Modelling.

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