The lectures in STK4900/9900 will take place Monday to Friday in weeks 7 and 12 (13th -17th of February and 20th -24th of March) in 2017. In these weeks there will be lectures by Ingrid K. Glad 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 7)
Monday February 13th:
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 14th:
Multiple testing and FDR. One-way ANOVA. Correlation. Simple linear regression. Section 2.4, sections 3.1.4, 3.2, 3.3, supplementary material. Slides for Lecture 2.
Wednesday February 15th:
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. Details on the cigarette data are given here
Thursday February 16th:
Confounding. Interaction. More on ANOVA. Sections 4.1, 4.4, and 4.6, supplementary material. Slides for Lecture 4.
Friday February 17th:
Model checking and predictor selection. High-dimensional regression. Section 4.7 and parts of Chapter 5. Slides for Lecture 5.
Part 2 (week 12)
Monday March 20th:
Binary data and proportions. Contingency tables. Risk measures. Introduction to logisitic regression. Comments on classification. Sections 3.4 and 5.1, supplementary material. Slides for lecture 6.
Tuesday March 21st:
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 for Lecture 7 .
Wednesday March 22nd:
Poisson distribution. Poisson regression. Generalized linear models. Chapter 8 (except 8.2), supplementary material. Slides for Lecture 8.
Thursday March 23rd:
Survival data and censoring. Kaplan-Meier estimator. Logrank test. Proportional hazards and Cox regression. Sections 3.5, 6.1, and 6.2. Slides for Lecture 9.
Friday March 24th:
Repeated measures and longitudinal data. Sections 7.1-7.5. Slides for Lecture 10.