Multilevel Modeling Using R 1st Edition by W Holmes Finch, Jocelyn E Bolin, Ken Kelley ISBN 1466515864 9781466515864

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Product details:

ISBN 10: 1466515864 

ISBN 13: 9781466515864

Author: W. Holmes Finch, Jocelyn E. Bolin, Ken Kelley

Multilevel Modelling using R provides a helpful guide to conducting multilevel data modeling using the R software environment. After reviewing standard linear models, the authors present the basics of multilevel models and explain how to fit these models using R. They then show how to employ multilevel modeling with longitudinal data and demonstrate the valuable graphical options in R. The book also describes models for categorical dependent variables in both single level and multilevel data. The book concludes with Bayesian fitting of multilevel models.

Table of contents:

Chapter 1 – Linear Models
Chapter 2 – Introduction to Multilevel Data Structure
Chapter 3 – Fitting Two-Level Models in R
Chapter 4 – Models of Three and More Levels
Chapter 5 – Longitudinal Data Analysis Using Multilevel Models
Chapter 6 – Graphing Data in Multilevel Contexts
Chapter 7 – Brief Introduction to Generalized Linear Models
Chapter 8 – Multilevel Generalized Linear Models
Chapter 9 – Bayesian Multilevel Modeling 

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Tags: W Holmes Finch, Jocelyn E Bolin, Ken Kelley, Multilevel, Modeling, Using, R