Theoretical / proof-based
Generalized linear models · Graduate · Statistics
Topics
GLM theory
- Properties of exponential families
- Canonical links and canonical parameters
- Asymptotic theory for MLE in GLMs
- Score tests and likelihood ratio in GLMs
- Information matrices and optimal designs (intro)
- Proofs of IRLS convergence (under conditions)
Additional applied practice
- Reviewing assumptions with domain experts
- Documenting analysis choices for reproducibility
- Sensitivity analyses for key modeling decisions
- Connecting results to the original research or business question
Pricing
Graduate-level rates are set on consultation. See the pricing page for K–12 and undergraduate rates.