BADT26

First meeting 2-3 Feb

Day 1 Monday, 2 Feb 2026 (12-16)

Lundmarkssalen Astronomihuset

Course introduction

Lecture with non-computer exercises: Bayesian inference and subjective probability

Reading: BR* (Chapters 1 and 2) and DBDA* (Chapter 2, 4 and 5)

Exercise 1: Probability

Lecture about conjugate models

Readings: BR* (Chapters 3 and 5) and DBDA* (Chapters 6)

Exercise 2: Conjugate models

Lecture on Bayesian analysis using MCMC

Exercise 3. Write your own MCMC sampler

Day 2 Tuesday, 3 Feb 09.00 - 14.00

Pufendorf Institute for Advanced Studies

9.15 Bayesian analysis using MCMC

Reading: BR* (Chapters 6, 7, 8) and DBDA* (Chapter 7)

Exercise 2: Conjugate models Solution

Exercise 3. Write your own MCMC sampler

Short lecture Introduction to software for MCMC sampling

Short lecture Predictive performance in Bayesian inference

Exercise 4. Get started with a software for MCMC sampling

12-13 Lunch

Lecture Generalised Linear Regression models

Reading: BR* (Chapters 9, 10, 11) and DBDA* (Chapter 15)

14.15 Almost a lecture on Decision theory

Reading: 1* and 2*

Second meeting 24-25 Feb

Tuesday, 24 Feb 2026 (12-16) Pufendorf

12.15 Lecture - drafty notes Decision making under uncertainty

13.15 Case studies on Bayesian data and decision analysis

Case study BMD

Case study SB

BR* (Chapters 11, 13-17) and DBDA* (Chapter 9 and 10)

14.45 Coffee (self organised)

15.00 Preparation Literature seminar

16.00 End of day

Wednesday, 25 Feb 2026 (9-15) Geocentrum

09.15 Case studies on Bayesian data and decision analysis

11.30 Literature seminar theme 1

12.00 Lunch

13.15 Literature seminar theme 2

13.45 Coffee (self organised)

14.00 Literature seminar theme 3

14.30 Pitching individual project

15.00 End of day