Research Design Directed Acyclic Graphs (DAGs)
Directed Acyclic Graphs(Cunningham 2021)
3.1 - Graphical Models (Intro and Outline)(“3.1 - Graphical Models (Intro and Outline) - YouTube,” n.d.) The Flow of Association and Causation in Graphs, Brady Neal(Neal, n.d.)
Single World Intervention Graphs (SWIGs): A Unification of the Counterfactual and Graphical Approaches to Causality(Richardson and Robins 2013)
4.7 - Structural Causal Models SCMs(Brady Neal - Causal Inference 2020)
References
“3.1 - Graphical Models (Intro and Outline) - YouTube.” n.d. https://www.youtube.com/watch?v=Go4EkHN_PcA&list=PLoazKTcS0Rzb6bb9L508cyJ1z-U9iWkA0&index=20.
Brady Neal - Causal Inference. 2020. “4.7 - Structural Causal Models SCMs.”
Cunningham, Scott. 2021. Causal Inference. Yale University Press.
Janzing, Dominik, David Balduzzi, Moritz Grosse-Wentrup, and Bernhard Schölkopf. 2013. “Quantifying Causal Influences.” The Annals of Statistics 41 (5). https://doi.org/10.1214/13-AOS1145.
Neal, Brady. n.d. “Graph Terminology Bayesian Networks and Causal Graphs The Basic Building Blocks of Graphs The Flow of Association and Causation,” 141.
Pearl, Judea. 2015. “TRYGVE HAAVELMO AND THE EMERGENCE OF CAUSAL CALCULUS.” Econometric Theory 31 (1): 152–79. https://doi.org/10.1017/S0266466614000231.
———. 2018. “Does Obesity Shorten Life? Or Is It the Soda? On Non-manipulable Causes.” Journal of Causal Inference 6 (2): 20182001. https://doi.org/10.1515/jci-2018-2001.
———. 2019. “On the Interpretation of Do(x).” Journal of Causal Inference 7 (1). https://doi.org/10.1515/jci-2019-2002.
Richardson, Thomas S., and James M. Robins. 2013. “Single World Intervention Graphs (SWIGs): A Unification of the Counterfactual and Graphical Approaches to Causality.” Center for the Statistics and the Social Sciences, University of Washington Series. Working Paper 128 (30): 2013.