The school starts on Wednesday July 8th at 9:30 am, and ends on Friday July 17th by 1pm.
Format (subject to possible slight adjustments)
Mornings: 9:30-12:30 lectures (no lectures on Saturday ans Sunday)
Afternoons: 2-5pm supervised tutorials as well as individual and team work.
Poster session: the poster session will be on Thursday July 9 , 5:30-8:30 pm . All participants may present their research (just inform us, for better organization). A welcome cocktail will be offered during the poster session.
A preliminary schedule is:
- Introduction, potential outcomes, basic counterfactual model
- Horvitz-Thompson, standardisation, and double robust estimator of mean causal effect, asymptotics, semiparametric
- Other methods: standardisation, matching, likelihood, marginal models
- Graphical models (undirected, directed, mixed)
- Causal graphs, nonparametric structural equations, interventions, SWIGS, adjustment sets, special cases(mediation, longitudinal studies, and/or linear models)
- Instrumental variable regression, proximal inference
- Causal discovery (faithfulness, Markov equivalence, testing methods
We provide full lecture notes to the course.