AST 408: Generalized Linear Models
Course Material:
Outline (PDF)
Text Book: An Introduction to Generalized Linear Models (2nd Edition) (PDF)
Lecture slides:
slide 1: Introduction. Background
slide 2: Exponential Family of Distributions; slide 2extra
slide 3: Estimation and Inference
slide 4: Normal Linear Model
slide 5: Continuous Response Model
slide 6: Models with Binary Response; Extra slide
slide 7: Poisson Model
Extra: logistic regression and its R implementation
Extra: logistic regression and over-dispersion
Extra: poisson regression and over-dispersion
R Code: Embedded with the lecture notes
Assignments:
Assignment-1 (submission date: November 2, 2022)
Assignment-2 (submission date: January 8, 2023)
Assignment-3 (submission date: January 15, 2023)
Assignment-4 (submission date: February 12, 2023)
Assignment-5 (submission date: April 24, 2022)