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 1extra

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)