Applied Regression Methods in Education, Fall 2007 (UGA)


Upcoming Workshops:

Thank you for visiting my course notes. Here are some upcoming opportunities to learn from me and my colleagues in person:

WorkshopDatesLocationInstructor
Diagnostic MeasurementMay 22-25, 2017Omni Hilton Head Oceanfront Resort, Hilton Head Island, South CarolinaJonathan Templin
Introduction to Longitudinal Multilevel ModelsMay 30-June 2, 2017Omni Hilton Head Oceanfront Resort, Hilton Head Island, South CarolinaLesa Hoffman

Course Documents

Syllabus
Homework Assignments

Homework #1

Homework #2

Homework #3

Homework #4
Tests

Midterm

Final

Lectures

Lecture 1 – Simple Linear Regression
Slides
Example 1 Data
Example 2 Data
Lecture 2 – Simple Linear Regression
Slides Audio
Lecture 3 – Introduction to SPSS
Audio
Lecture 4 – Introduction to SPSS, Part 2
Audio
Lecture 5 – Regression Diagnostics
Slides Audio
Lecture 6 – Multiple Regression: 2 IVs
Slides Audio
Example Data
Lecture 7 – Multiple Regression Lab
Handout Audio
Example Data
Lecture 8 – Multiple Regression: 2 IVs
Slides Audio
Example Data
Lecture 9 – Homework Discussion
Audio
Lecture 10 – Matrix Algebra
Slides Audio
Lecture 11 – Matrix Applications in Regression and Statistics
Slides
Example Data Matlab Code
Lecture 12 – Statistical Control Techniques: Partial and Semipartial Correlation
Slides Audio
Example Data
Lecture 13 – Midterm Discussion
Audio
Lecture 14 – Prediction and Explanation
Slides Audio
Example Data
Lecture 15 – Cross-Validation and Variable Selection Techniques
Slides Audio
Example Data #1 Example Data #2
Lecture 16 – Variance Partitioning
Slides Audio
Lecture 17 – Analysis of Effects
Slides Audio
Lecture 18 – Regression with a Categorical Independent Variable
Slides
Lecture 19 – Analysis of Covariance
Slides Audio

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