Syllabus
Readings
Homework
Homework
Articles
Exam Review
Sheet
Data Sets
Lab Website
Handouts & Overheads
Correlation Example
Overhead: Simple Regression Line and
Residuals
Excel sheet for computing
correlation confidence intervals
Simple Regression Example: SPSS
and R
Overhead: Venn diagrams
Third Variable Diagrams
Multiple Regression Example: SPSS and R
Generating 3d Graphs in SPSS and R
Hierarchical Regression Example
Good Example of a Hierarchical Table
Matrix Regression
Partial and Semipartial
Correlation Example
Model Building Procedures
Suppression
ANOVA and Regression Equivalence
ANOVA and Regression
Equivalence Example: SPSS and R
Analysis of Covariance (ANCOVA)
Analysis of Covariance (ANCOVA) Example: SPSS
and R
Creating Indicator Variables for
Four Categories: SPSS and R
Regression Assumptions and
Diagnostics
Diagnostics Cutoff Summary Table
SPSS Regression Diagnostics
Example (with tweaked data)
More Diagnostic Examples
in SPSS
Diagnostics Examples in R
Overhead: Diagnostics Figures
Remedies for Assumption Violations and
Multicollinearity
Overhead: Transformation Figures
Overhead: Curvilinear Figures
Curvilinear Regression Example: SPSS and R
Simple Slopes
Regression Moderation Examples: SPSS and R
Testing Mediation with Regression Analysis
Testing Mediation with Regression Analysis
Examples: SPSS and R
More Complex Mediational Models
Longitudinal Regression Approaches
Longitudinal Regression Examples
The Concept of Change: Difference scores or statistical
control? What should I use to predict change over two time points?
2 X 2 Contingency Chisquare
Logistic Regression
Logistic Regression Examples: SPSS and R
Multiple Logistic Regression and Model
Fit
Link Functions and the Generalized Linear Model
Regression Models for Ordinal Dependent Variables
Ordinal Logistic and Probit Examples: SPSS
and R
Regression Models for Count Data and SPSS and R Examples
Multinomial Regression Models
Multivariate Analysis of Variance
MANOVA Example: SPSS and R
Principal Components Analysis
Principal Components Analysis Example: SPSS and R
Multivariate Analyses
Missing Data and Regression
Multiple Imputation Example with Regression
Analysis
Sample size and Power for Regression
Links
Jason's SPSS Macros for Interactions and Simple effects
UCLA's
statistical computing annotated regression outputs (SPSS)
David Kenny's site (click on
"mediation")
Automatic calculator for
calculating significance of indirect effects
(compliments of Preacher & Leonardelli at KU and
U of Toronto)
David Gerbing's lessR manual
David Gerbing's lessR site
John Fox's Home Page
Fox's R car package
Oscar
TorresReyna's Regression with R tutorial
Brief
summary of some R regression related functions
Process Macro for Mediation and
Moderation Tests (Hayes & Preacher)
Carl
Falk's mediation page (with R
code links)
Mediation
package for R
R
for SAS and SPSS Users by Rob Muenchen
