book review - sas group presentati… · book review: generalized linear and nonlinear models for...
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Book Review:
Generalized Linear and Nonlinear
Models for Correlated Data
Author: Edward F. Vonesh
Reviewed by:
Divya Joshi, PhD Candidate
Department of Clinical Epidemiology and
Biostatistics
McMaster University
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Topics covered in this book…
1. Linear models (LM)
2. Linear mixed-effects models (LME)
3. Generalized linear models (GLIM)
4. Generalized linear mixed-effects models (GLME)
5. Nonlinear models (NLM)
6. Nonlinear mixed-effects models (NLME)
7. Generalized nonlinear models (NGLM)
8. Generalized nonlinear mixed-effects models (GNLME)
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Assumption of Independence
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Book Summary
This book discusses the theory and analysis of
continuous or discrete correlated data in
longitudinal or clustered studies using SAS
Special emphasis is placed on applications that
require the use of generalized linear and non-
linear models
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Author: Edward F. Vonesh, PhD
Professor of Preventive Medicine at Northwestern
University
Senior research scientist at Baxter Healthcare
Owner of Vonesh Statistical Consulting, LLC.
SAS user since 1974
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Strengths of the Book
Other topics covered in the book include:
Missing data in longitudinal clinical trials
Pharmacokinetic applications
Joint modeling of longitudinal data and survival data
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Strengths
Well written, concise
Real-world applications
Applicable to a large audience
All SAS codes are provided
Datasets available online
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Weakness
Emphasis on theory and equations
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Recommend?
Statisticians
Researchers conducting longitudinal or
clustered studies in various fields
Students who are just beginning to work with
longitudinal or clustered data
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Learning & Tips
I learned how to use SAS for joint
modeling of longitudinal and survival
data
How to effectively deal with missing
data in longitudinal studies
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Application
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Other Books
Wu, L. (2010). Mixed Effects Models for Complex Data.
Littell, R.C., Milliken, G.A., Stroup, W.W., Wolfinger,
R.D., & Schabenberger, O. (2006). SAS for Mixed
Models (2nd ed.).
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Questions?