TMA 4315 Generalized Linear Models

Fall 2006

 

http://www.math.ntnu.no/~bo/TMA4315/2006h/

 

PRELIMINARY CURRICULUM AND LECTURE PLAN

 

Main literature is:

Annette J. Dobson: An introduction to generalized linear models, 2nd ed. Chapman & Hall/CRC, 2002.

Last updated October 18, 2006

 

Week

Topic

Reference to Dobson

Other reference

Comment

34-35

Generel linear model for Normal data. Some repetition from Industrial Statistics course.

Ch. 1-2, 6

 

 

36

Obligatory Exercise 1:

 

 

Due early week 37

37-38

General theory of exponential families, GLMs etc.

Ch. 3-5

 

 

39

Binary variables and logistic regression

Ch. 7

 

 

40

Obligatory Exercise 2

 

 

Due early week 41

41-42

Nominal and ordinal logistic regression.

Poisson regression

Ch. 8

 

Ch. 9.1-9.2

 

 

43

Obligatory Exercise 3

 

 

Due early week 44

44-45

Contingency tables and log-linear models.

Additional topics.

Ch. 9.3-9.9

 

Ch. 11

 

 

Handout

 

46

Obligatory Exercise 4

 

 

Due early week 47

47

Overdispersed models, quasi-likelihood models, generalized estimating equations

Ch. 11

Handout