The lectures in STK4900/9900 will take place Monday to Friday in weeks 8 and 13 (18th -22nd of February and 25th -29th of March) in 2019. In these weeks there will be lectures by Sven Ove Samuelsen 9.15-12.00.
Below is given a preliminary plan for the lectures the first week. Chapters and sections refer to the book by Vittinghoff, Shiboski, Glidden og McCulloch, second edition, 2012.
Part 1 (week 8)
Monday February 18th:
Explorative and descriptive methods. Basic probability concepts and statistical methods. Sections 2.1-2.3, sections 3.1.1-3.1.3 and 3.1.7, supplementary material. Introduction to R.
Slides for Lecture 1.
Tuesday February 19th:
One-way ANOVA. Multiple testing and FDR. Correlation. Simple linear regression. Section 2.4, sections 3.1.4, 3.2, 3.3, supplementary material. Slides for Lecture 2.
Wednesday February 20th:
Multiple linear regression. Section 2.5, sections 4.1, 4.2 (except 4.2.4), 4.3 (except 4.3.4-5). Slides for Lecture 3.
Thursday February 21st:
Confounding. Interaction. Prediction. More on ANOVA. Sections 4.1, 4.4, and 4.6, supplementary material. Slides for Lecture 4.
Friday February 22nd:
Model checking and predictor selection. High-dimensional regression. Section 4.7 and parts of Chapter 5. Slides for Lecture 5.
Part 2 (week 13)
Monday March 25th:
Binary data and proportions. Contingency tables. Risk measures. Introduction to logisitic regression. Comments on classification. Sections 3.4 and 5.1, supplementary material. Slides.
Tuesday March 26th:
Logistic regression. Maximum likelihood estimation. Deviance and likelihood ratio tests. Sections 5.1, 5.2 (except 5.2.6), and 5.6, supplementary material. Slides.
Wednesday March 27th:
Poisson distribution. Poisson regression. Generalized linear models. Chapter 8 (except 8.2), supplementary material. Slides.
Thursday March 28th:
Survival data and censoring. Kaplan-Meier estimator. Logrank test. Proportional hazards and Cox regression. Sections 3.5, 6.1, and 6.2. Slides.
Friday March 29th:
Repeated measures and longitudinal data. Sections 7.1-7.5. Slides.