Course material
On this page you’ll find a list of material used in this course.
For the exercises and lab notes we use during the lab sessions, please check the R Lab and Code.
Week 1
Time | Topic | Lecture notes | Lab |
---|---|---|---|
April 24 PM | Course introduction | Slides | |
Descriptive statistics | Slides, K&S chapter 2-4, Aalen chapter 1-2 | Paper 1, Paper 2, Paper 3 | |
April 25 AM | Introduction to R and Rstudio | Slides | Intro to RStudio, Intro to R |
Lab session | Slides | Descriptive statistics (EDA I) | |
April 25 PM | Probability, diagnosistic tests | Intro slides Probability Diagnostic tests | |
Statistical distributions | Distributions | ||
April 26 AM | Lab session | COVID-19 tests, Simulations | |
April 26 PM | Statistical inference, confidence intervals, t-test | Overview, Sample mean, Confidence interval, Hypothesis testing | |
April 27 AM | Lab session | Slides | t-test |
April 27 PM | Categorical data, proportions, table analysis | Overview, Proportions, Compare proportions, Table analysis | |
April 28 AM | Lab session | Slides | Categorical data analysis |
Week 2
Time | Topic | Lecture notes | Lab |
---|---|---|---|
May 8 AM | Exploratory data analysis (part II) | Lecture | EDA II |
Non-parametric methods | Lecture | Non-parametric tests | |
May 8 PM | Sample size, statistical power | Lecture | Exercises |
May 9 AM | Study design, principles of clinical trials | Lecture | |
May 9 PM | Linear regression I | Lecture | Linear regression I |
May 10 AM | Linear regression II | Lecture | Linear regression II |
May 10 PM | Linear regression III | Lecture Shmueli_2019_extract.pdf | Linear regression III |
May 11 AM | Logistic regression | Lecture | Logistic regression |
May 11 PM | Survival analysis | Survival, Summary | Survival analysis |