Simple Linear Regression
Reading Assignment: Pages 29-53 in RWG;
EXAMPLE:
Blood/Lead Data page 60 in RWG (sas commands)
OUTLINE: (continued)
- Residual Analysis: Checking Normality
- Normal Quantile Plots of Residuals
- Histograms and Boxplots of Residuals
- Confidence Intervals: estimate +/- t(alpha) SE(estimate)
- parameters,
- mean,
- future observations.
- Conclusions and Study Design
Lead Example plots for this lecture:
Residual plots (residuals vs fitted) and Normal quantile plot
More Residual plots boxplot, histogram w/ Normal density, and quantiles of residuals.
Confidence and Prediction Intervals: Lead Example