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Syllabus
Readings
Homework
Data Sets
Handouts & Overheads
Probability,
Proportions, and the Binomial Distribution
Levels of
Measurement and Choosing the Correct Statistical Test
Single-Sample
Statistical Tests with a Binary Dependent Variable
Overhead:
Wald vs. Score Standard Error Figures
Maximum Likelihood
Estimation
Analysis of
Contingency Tables
Measures of
Association for Contingency Tables
Mosaic Plots
Three-Way
Contingency Tables
Matched Pairs
Analysis
Loglinear
Models
Analysis of
Ordinal Contingency Tables
Ordinal
Examples: SPSS and R
Logistic
Regression
Interactions
with Logistic Regression
Overhead:
Logistic Interaction Figures
Diagnostics
For Logistic Regression
Mediation
Analysis with Logistic Regression
Longitudinal
Modeling with Logistic Regression
Generalized
Linear Models
Overhead:
Some Members of the Exponential Distribution Family
Ordinal
Regression with SPSS, R, and SAS examples
Multinomial
Logistic Regression Models with SAS example
Survival
Analysis with SAS examples
Item Response
Models
Extensions of
Item Response Models
Overhead:
IRT Models Using Structural Equation Modeling
Latent Class
Analysis with R and SAS Examples
Overhead:
Latent Class Model Example in Mplus
Latent Transition
Analysis with R and SAS Examples
Propensity
Scores
Sample
Size Issues for Categorical Analyses and Logistic Regression
Links
Azen and Walker data and syntax examples (SPSS and
SAS)
Alan Agresti
Categorical Data Analysis site. All examples from the text in SAS, SPSS,
and R.
Laura Thompson R
and Splus manual for Agresti
2nd edition.
Michael Friendly
Categorical Data Analysis with Graphics and Visualizing Categorical Data
Analysis short course handouts. SAS, SPSS and R Examples
Binomial Distribution and
Related Demos
Aleksandra Slavkovic online categorical data analysis course at Penn
State with R code
Chris Bilder R code for Analysis of Categorical Data with R
Penn State Methodology Center
on Latent Class Analysis
Bethany Bray Latent Class
Analysis Video
Bethany Bray Latent
Transition Analysis Video
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