In this program
- F and t tests in matrix notation
- Confidence ellipsoids for coefficients
- Influence diagnostics: hat matrix
- Cook's distance
- Residual analysis
- Assumption checking
- Variable selection criteria: AIC, BIC, Mallows Cp
Inference and diagnostics
Variable selection criteria: AIC, BIC, Mallows Cp
Linear models · Theoretical / proof-based
Topic
Variable selection criteria: AIC, BIC, Mallows Cp
Graduate Linear models — outline derived from course README sections and typical US statistics syllabi (OpenIntro / standard OER where applicable).