The calendar below lists the tentative course topics. The dates listed are subject to change at the instructor’s discretion.
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T/R
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M/W
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Prep
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Topic
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Notes
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QMD
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Script
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Jan. 17
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Jan. 18
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Welcome to Epsy 8252/Regression Review
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Jan. 19
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Jan. 23
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Unit 01: Introduction to Quarto
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Jan. 24
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Jan. 25
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Project Organization
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Jan. 26
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Jan. 30
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Introduction to Quarto
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Jan. 31
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Feb. 01
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More Quarto (Citations, Etc.)
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Creating Tables with {gt}
[Updated 02-13-2023]
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Unit 02: Model Selection and Evidence
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Feb. 02
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Feb. 06
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Likelihood: A framework for evidence
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Feb. 07
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Feb. 08
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Optional: Likelihood: A Framework for Estimation
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Unit 03: Dealing with Nonlinearity
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Feb. 09
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Feb. 13
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Polynomial Effects
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Feb. 14
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Feb. 15
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Unit 02 (Revisited): Model Selection and Evidence
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Feb. 16
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Feb. 20
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Information Criteria and Model Selection
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Feb. 21
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Feb. 22
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Unit 03 (Revisited): Dealing with Nonlinearity
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Feb. 23
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Feb. 27
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Log-Transforming the Predictor
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Feb. 28
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Mar. 01
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Mar. 02
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Mar. 13
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Log-Transforming the Outcome
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Mar. 06–10
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🎉 🍹 SPRING BREAK — NO CLASS 🛏
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Mar. 14
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Mar. 15
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Log-Transforming the Outcome
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Mar. 16
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Mar. 20
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Rule of the Bulge—An Example
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Unit 04: Modeling Dichotomous Outcomes
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Mar. 21
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Mar. 22
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Linear Probability Model
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Mar. 28
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Mar. 27
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Logistic Regression Model
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Mar. 30
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Mar. 29
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More Logistic Regression
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Unit 05: Linear Mixed-Effects Regression Models
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Apr. 04
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Apr. 03
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Introduction to Mixed-Effects Regression Models
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Apr. 06
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Apr. 05
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Apr. 11
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Apr. 10
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LMER: Average Change Over Time
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Apr. 13
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Apr. 12
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Apr. 18
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Apr. 17
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LMER: Other Random-Effects and Covariates
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Apr. 20
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Apr. 19
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Apr. 24
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Apr. 25
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Q&A and Future Coursework
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Apr. 27
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Apr. 26
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NO CLASS — Optional: LMER: Alternative Representations and Assumptions
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May 01
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