Textbook
We will mainly use the textbook "Bayesian Data Analysis" (Gelman, Carlin, Stern, Dunson, Vehtari, Rubin, 3rd edition, 2014), supplied with some additional material during the semester.
The textbook has a webpage with some additional material, including a list of errata which can be found here
Tentative curriculum (will be updated)
- Textbook
- Chapter 1: All
- Chapter 2: All
- Chapter 3: All
- Chapter 4: Only sections 4.1-4.3
- Chapter 5: Only sections 5.1-5.5
- Chapter 6: All except section about P-values and u-values (pages 151-152)
- Chapter 7: All
- Chapter 10: All except section 10.7
- Chapter 11: All
- Chapter 12: 12.4, 12.5, 12.6
- Chapter 14: 14.1, 14.2
- Lecture notes
- Note in particular that the notes about decision theory is part of the curriculum. This is also covered in chapter 9 in the book, but only the topics covered in the notes are included.
- Regarding the notes for chapter 4, only the first 15 pages are included.
- Exercises given during the semester