Potential outcomes (Rubin-Imbens)
Graphical models (Pearl and CMU school)
- Pearl, 2018: Theoretical impediments to machine learning with seven sparks
from the causal revolution (doi, arxiv)
Directed information (Granger)
- Raginsky, 2011: Directed information and Pearl’s causal calculus (doi, arxiv)
- Amblard & Michel, 2012: The relation between Granger causality and directed
information theory: A review (doi, arxiv)