Introduction and descriptive statistics
By Sebastian Thöns. Download lecture 1 (PDF)
- Introduction of course and lecturers
- Numerical and graphical data description
- Data pair description
Probability theory fundamentals
By Jochen Köhler. Download lecture 2 (PDF)
- Definitions and axioms of probability
- Set theory, probability theory and Bayesian updating
- Uncertainty modelling with random variables
Probabilistic Modelling
By John Dalsgaard Sørensen. Download lecture 3 (PDF)
- Maximum Likelihood Method
- Bayesian regression analysis
- Determination of model uncertainties