Week | Topic | Reading | Handout | Homeworks and Exams |
---|---|---|---|---|
Week 1 01/13, 01/15, 01/17 |
Review of basic linear models, Introduction to advanced linear models |
|
Introduction |
|
Week 2 01/22, 01/24 |
Generalized linear models I -- Introduction | |
GLM |
|
Week 3 01/27, 01/29, 01/31 |
Generalized linear models II -- Logistic Model | |
|
|
Week 4 02/03, 02/05, 02/07 |
Generalized linear models III -- Poisson Model | |
|
HW1 |
Week 5 02/10, 02/12, 02/14 |
Linear Mixed-effects Model I -- Introduction | |
LMM |
|
Week 6 02/17, 02/19, 02/21 |
Linear Mixed-effects Model II -- ML, REML | |
|
HW2 Car Data |
Week 7 02/24, 02/26, 02/28 |
Linear Mixed-effects Model III -- Computation | |
|
|
Week 8 03/02, 03/04, 03/06 |
Linear Mixed-effects Model IV -- GEE | |
|
Midterm |
Week 9 |
Spring Break | |||
Week 10 03/16, 03/18 , 03/20 |
Linear Mixed-effects Model V -- Diagnoses | |
|
|
Week 11 03/23, 03/25 , 03/27 |
Generalized Linear Mixed-effects Model I -- Estimation | |
GLMM |
Hw3 |
Week 12 03/30, 04/01 , 04/03 |
Generalized Linear Mixed-effects Model II -- Tests | |
|
|
Week 13 04/06, 04/08 , 04/10 |
Generalized Linear Mixed-effects Model III -- Computation | |
|
HW4 |
Week 14 04/13, 04/15 , 04/17 |
Longitudinal Data I | |
|
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Week 15 04/20, 04/22 , 04/24 |
Longitudinal Data II | |
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Final Week 05/02 | Final Exam |
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