Steven A. Miller's Website

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Regression

I would like to teach a whole course on regression one day.


Some topics I'd cover include:
  • Matrix Formulations of Multiple Regression
    • Matrix Inversion Notes
    • Inversion and Regression Syntax
    • Inversion and Regression Output
    • Data
  • Moderation and Simple Slopes
    • Lecture
    • Data Used in Lecture
    • Syntax Used in Lecture
    • Output for Lecture
    • SAS Syntax to do the same thing as SPSS
    • Holmbeck, 2002
    • Link to Preacher Moderation Materials
  • Mediation
    • Lecture -- Conceptual Portion
    • Lecture -- SPSS Portion
    • Data for Example in Lecture
    • Syntax for mediation example in class
    • Baron & Kenny, 1986
    • Syntax for bootsrapped regression in SPSS using nonlinear regression
    • Moderated Mediation Syntax from Class
    • Output for class
    • Link to Preacher and Hayes Mediation Script and Material
    • Link to Preacher and Hayes Moderated Mediation Material
    • Shrout and Bolger (2002) on why we should bootstrap mediation
    • Fritz & and MacKinnon (2007) on required sample size to detect mediation
  • Dummy Coding, Moderation with Continuous and Categorical, and Quadratic/Polynomial Effects
    • Lecture
    • Vitamin C Data for Class Example
    • Syntax for Class
    • Output for Class
    • Cohen, 1968
  • Logistic Regression
    • Titanic Data for Class
    • Chapter on Titanic Data
    • Syntax for Class
    • Output for Class
  • Generalized Linear Models [GzLM]
    • Lecture
    • Gill, 2001
    • Data for Class
    • Syntax for Class
    • Output for Class
    • Walk through of output with additional notes on GzLM
    • Nelder & Wedderburn (1972)
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since 12/22/14

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