The lectures in STK4900/9900 will take place Monday to Friday in weeks 7 and 12 (10th -14th of February and 16th 20th of March) in 2020. 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. Slides from the lectures will appear here.
Part 1 (week 7)
Monday February 10th:
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. Slides for Lecture 1. Introduction to R.
Tuesday February 11th:
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 12th:
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 13th:
Confounding. Interaction. Prediction. More on ANOVA. Sections 4.1, 4.4, and 4.6, supplementary material. Slides for Lecture 4 (preliminary).
Friday February 14th:
Model checking and predictor selection. High-dimensional regression. Section 4.7 and parts of Chapter 5. Slides for Lecture 5 (preliminary).
Part 2 (week 12)
Monday March 16th
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 the lecture.
Tuesday March 17th:
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 the lecture.
Wednesday March 18th:
Poisson distribution. Poisson regression. Generalized linear models. Chapter 8 (except 8.2), supplementary material. Slides for the lecture.
Thursday March 19th:
Survival data and censoring. Kaplan-Meier estimator. Logrank test. Proportional hazards and Cox regression. Sections 3.5, 6.1, and 6.2. Slides for the lecture.
Friday March 20th:
Repeated measures and longitudinal data. Sections 7.1-7.5. Slides for the lecture.