Detection of Unobserved Common Causes based on NML Code in Discrete, Mixed, and Continuous Variables

Masatoshi Kobayashi, Kohei Miyagichi, Shin Matsushima

Causal discovery in the presence of unobserved common causes from observational data only is a crucial but challenging problem. We categorize all possible causal relationships betw…