A step towards automated causal inference:
S. Tikka, J. Karvanen, Simplifying probabilistic expressions in causal inference, Journal of Machine Learning Research, 18(36), 1-30, 2017.
Open access article
Science aims to find causal relations.
Scientific studies, both experimental or observational, should be cost-efficient.
Real data are usually incomplete data.
A joint project between University of Jyväskylä and National Institute of Health and Welfare aims to solve problems caused by the decline of participation rates in health examination surveys. Read more
Causal models with design describe the study design and the missing data mechanism together with the causal structure and allow the direct application of causal calculus. Read more