Key concepts
- Simple linear regression (and its components)
- Ordinary least squares
- Confidence band
- Prediction interval
Sessions
Class 1. Overview of regression
- Overview of regression
- Regression equation
- Interpreting regression coefficients
- Ordinary least squares
- Correlation recap
- What are some factors affecting the size of correlactions?
- Reading
- GHV ch 6 (6.1, 6.3, skim 6.2)
- Video
Class 2. Simple linear regression
- Definition of SLR
- From correlations to SLR
- Interpretations of...
- Fitted line, intercept, slope, standarded errors of parameter estimates, residual variance, and confidence band.
- Formulating comparisons as regression models
- Reading