These are slides and materials from the Regression III course taught in the Summer of 2008 at the ICPSR Summer Program in Quantitative Methods. I taught a condensed version of this course using Stata at the Essex Summer School in Data Analysis and Collection at the University of Essex in the Summer of 2008. Slides and materials pertaining to that class can be found here.
Lecture 2: OLS [slides] [R-code]
Lecture 3: Graphs in R [slides] [R-code] [Data and R-code (zip)]
Lecture 5: Interactions and Density Estimation [slides] [R-code] [Data and R-code (zip)]
Lecture 6: Linearity [slides] [R-code]
Lecture 7: Non-linearity and Splines [slides] [R-code]
Lecture 8: Splines and GAMs [slides] [R-code]
Lecture 9: Generalized Additive Models
Lecture 10: Outliers and Influential Data
Lecture 11: Robust Regression
Lecture 12: Non-Normality and Heteroskedasticity
Lecture 13: Multilevel Data: Introduction
Lecture 14: Multilevel Change Models (by Matthew Painter)
Lecture 15: Multilevel Data and Models
Lecture 16: Models for TSCS Data
Lab 2: Multilevel/TSCS Stuff, Other Various Topics
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