Chapter 07: Regression
[07a] Simple Regression
Topics
- Regression Inference
- Centering
- Regression Effect Sizes
Files
Readings
- Linear Regression, §15.1–15.2, 15.4–15.5, 15.7 — Learning Statistics with R
- Applied Multiple Regression/Correlation Analysis, §2.4, 2.6–2.8
Slides
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Assignment
[07b] Categorical Predictors
Topics
- Dichotomous Dummy Coding
- Polytomous Dummy Coding
Files
Readings
- Applied Multiple Regression/Correlation Analysis, §8.1–8.2
Slides
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Assignment
[07c] Multiple Regression
Topics
- Shared Variance
- Multiple Regression
- Many Predictors
Files
Readings
- Applied Multiple Regression/Correlation Analysis, §3.2–3.3, 3.5–3.6
- Rohrer (2018), Thinking Clearly About Correlations and Causation: Graphical Causal Models for Observational Data — AMPPS
- Carlin & Moreno-Betancur (2023), On the Uses and Abuses of Regression Models: A Call for Reform of Statistical Practice and Teaching — arXiv
Slides
*Note that you can click the three-line (hamburger) icon on the bottom-left of the slides to access a navigation menu. You can click inside the slides region and press the left and right arrow keys on your keyboard to advance and reverse the slides and animations.