August 2009
Intermediate to advanced
648 pages
17h 35m
English
book
Categorical Data Analysis Using The SAS® System, 2nd Edition
by Maura E. Stokes, Charles S. Davis, Gary G. Koch
Content preview from Categorical Data Analysis Using The SAS® System, 2nd Edition
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Chapter 15. Generalized Estimating Equations
| Chapter Table of Contents | |||
|---|---|---|---|
| 15.1 | Introduction | 471 | |
| 15.2 | Methodology | 471 | |
| 15.2.1 | Motivation | 471 | |
| 15.2.2 | Generalized Linear Models | 473 | |
| 15.2.3 | Generalized Estimating Equations Methodology | 474 | |
| 15.3 | Summary of the GEE Methodology | 478 | |
| 15.4 | Passive Smoking Example | 480 | |
| 15.5 | Crossover Example | 487 | |
| 15.6 | Respiratory Data | 494 | |
| 15.7 | Using a Modified Wald Statistic to Assess Model Effects | 503 | |
| 15.8 | Diagnostic Data | 505 | |
| 15.9 | Using GEE for Count Data | 510 | |
| 15.10 | Fitting the Proportional Odds Model | 514 | |
| 15.11 | GEE Analyses for Data with Missing Values | 518 | |
| 15.12 | Alternating Logistic Regression | 527 | |
| 15.12.1 | Respiratory Data | 529 | |
| 15.13 | Using GEE to Fit a Partial Proportional Odds Model: Univariate Outcome | 533 | |
| 15.14 | Using GEE to Account for Overdispersion: Univariate Outcome | 541 | |
| Appendix ... | |||
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