exponential-family GLM theory from MATH5806: the canonical form, link functions, fisher scoring as iteratively reweighted least squares, deviance, poisson and log-linear regression, and quasi-likelihood.
Irls
2026-08-31
logistic regression developed honestly as a GLM, from MATH5806: bernoulli in canonical form, the logit link, IRLS from scratch in R, deviance and odds-ratio inference, separation, and the machine-learning reading as corollary.