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Generalized Linear Model and Generalized Estimating Equations: A statistical tutorial in SPSS

Troubleshooting


Problem

Where can I find more information on the Generalized Linear Model and Generalized Estimating Equations (GEE) procedure (GENLIN) in SPSS?

Resolving The Problem

To view the Case Studies, follow these steps.

1. From the SPSS menus go to Help>Case Studies.

2. In the Internet Explorer window that pops up, click the plus sign (+) next to Advanced Models Option.

3. Click on Generalized Linear Models Logistic Regression

Here is the table of contents for the GENLIN Case Studies.
____________________

Generalized Linear Models
... Generalized Linear Models
... Using Generalized Linear Models for Count Data
...... Fitting an "Overdispersed" Poisson Regression
...... Goodness of Fit Statistics
...... Omnibus Test
...... Tests of Model Effects
...... Parameter Estimates
...... Estimated Marginal Means: Ship Type
...... Estimated Marginal Means: Year of Construction
...... A Residual Diagnostic Plot
...... Fitting Alternative Models
...... Goodness of Fit Statistics
...... Summary
... Using Generalized Linear Models to Fit a Gamma Regression
...... Running the Analysis
...... Parameter Estimates
...... Estimated Marginal Means: Policyholder Age
...... Estimated Marginal Means: Vehicle Type
...... Estimated Marginal Means: Vehicle Age
...... A Residual Diagnostic Plot
...... Summary
... Using Generalized Linear Models to Analyze Interval-Censored Survival Data
...... Running the Analysis
...... Tests of Model Effects
...... Fitting the Treatment-Only Model
...... Parameter Estimates
...... Predicted Recurrence and Survival Probabilities
...... Modeling the Recurrence Probability by Period
...... Tests of Model Effects
...... Fitting the Reduced Model
...... Parameter Estimates
...... Predicted Recurrence and Survival Probabilities
...... Summary
.... Related Procedures
.... Recommended Readings
... Generalized Estimating Equations
...... Using Generalized Estimating Equations to Fit a Repeated Measures Logistic Regression
...... Running the Analysis
...... Model Information
...... Correlated Data Summary
...... Goodness of Fit
...... Parameter Estimates
...... Working Correlation Matrix
...... Choosing a Correlation Structure
...... Choosing Model Terms
...... Summary
.... Related Procedures
.... Recommended Readings
____________________

The data sets used in these case studies are named ships.sav, car_insurance_claims.sav, and ulcer_recurrence.sav. You will find copies of these files (and all of the data sets used in the SPSS Case Studies) in the /tutorial/sample_files subdirectory of the folder in which SPSS was installed.

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Historical Number

70923

Document Information

Modified date:
16 April 2020

UID

swg21479059