週次 |
日期 |
單元主題 |
Week 1 |
2/25 |
Course overview<br/>
Statistics review |
Week 2 |
3/03 |
Starting with a well-defined hypothesis |
Week 3 |
3/10 |
Between-individual variation, replication and sampling |
Week 4 |
3/17 |
No class |
Week 5 |
3/24 |
Different experimental designs |
Week 6 |
3/31 |
Taking measurements |
Week 7 |
4/07 |
Review |
Week 8 |
4/14 |
Exam 1 |
Week 9 |
4/21 |
Sum of squares<br/>
Optimization<br/>
Bootstrap |
Week 10 |
4/28 |
Maximum likelihood<br/>
Likelihood Ratio Test |
Week 11 |
5/05 |
MLE review
|
Week 12 |
5/12 |
Generalized Linear Models (GLMs)<br/>
Poisson GLM<br/>
Dummy variables (Review) |
Week 13 |
5/19 |
Binomial GLM<br/>
Offset<br/>
Gamma GLM |
Week 14 |
5/26 |
Overdispersion<br/>
Quasilikelihood |
Week 15 |
6/02 |
Customizing models |
Week 16 |
6/09 |
Dragon Boat Festival (holiday) |
Week 17 |
6/16 |
Generalized Linear Mixed Models |
Week 18 |
6/23 |
Exam 2 |