MTH303 Linear Statistical Models
Co-instructor · Semester 1
Instructor: Mu He
Term: Semester 1
Further Reading
The following self-study notes were generated by DeepSeek 4.1 Flash as supplementary material. They cover topics that could not be discussed in class due to time constraints:
- Chapter 3: Multiple Linear Regression — teaching notes and the hat matrix handout
- Model Selection Criteria: the origins of adjusted R², AIC and BIC
- Chapter 4: GLM proofs, step-by-step derivations
- Canonical link and non-canonical link
- Chapter 5: GLM MLE
- GLM Family Reference: links, weights, MLE and deviance
- From Scratch: Deviance and Three Algorithms by Hand
- Cross-Validation: from definition to use cases, with full R implementations