Question

How does one achieve causal discovery from interventions?

Answer 1

Causal discovery has traditionally been performed by experts who come up with the DAGs that reprsent the causal structure, methods have been developed that can extract/infer causal structure from observational data. Examples among others are:

• PC-Algorithm
• Convservative PC-Algorithm
• GES-Algorithm
• Independent Component Analysis - LiNGAM

source: https://www.its.caltech.edu/~fehardt/papers/PhDthesis.pdf