journal article Open Access Apr 03, 2026

Causal Graphical Models and Their Applications

Entropy Vol. 28 No. 4 pp. 405 · MDPI AG
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The study of causality [...]
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References
22
[1]
Beebee, H., Hitchcock, C., and Menzies, P. (2012). The Oxford Handbook of Causation, Oxford University Press.
[2]
Pearl, J. (2009). Causality, Cambridge University Press. 10.1017/cbo9780511803161
[3]
Hausman, D.M. (1998). Causal Asymmetries, Cambridge University Press. 10.1017/cbo9780511663710
[4]
Pearl, J. (1988). Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference, Morgan Kaufmann. 10.1016/b978-0-08-051489-5.50008-4
[5]
Spirtes, P., Glymour, C., and Scheines, R. (2000). Causation, Prediction, and Search, MIT Press. 10.7551/mitpress/1754.001.0001
[6]
Causal Inference Using Potential Outcomes

Donald B Rubin

Journal of the American Statistical Association 2005 10.1198/016214504000001880
[7]
Rubin "Direct and indirect causal effects via potential outcomes" Scand. J. Stat. (2004) 10.1111/j.1467-9469.2004.02-123.x
[8]
Richardson "Single World Intervention Graphs (SWIGs): A Unification of the Counterfactual and Graphical Approaches to Causality" Cent. Stat. Soc. Sci. Univ. Wash. Work. Pap. (2013)
[9]
Richardson "Potential outcome and decision theoretic foundations for statistical causality" J. Causal Inference (2023) 10.1515/jci-2022-0012
[10]
Imbens "Potential outcome and directed acyclic graph approaches to causality: Relevance for empirical practice in economics" J. Econ. Lit. (2020) 10.1257/jel.20191597
[11]
Sloman, S.A. (2009). Causal Models: How People Think About the World and Its Alternatives, Oxford University Press.
[12]
Sucar, L.E. (2026). Causal Discovery: Foundations, Algorithms and Applications, Springer Nature. 10.1007/978-3-031-98345-0
[13]
D’ya Like DAGs? A Survey on Structure Learning and Causal Discovery

Matthew J. Vowels, Necati Cihan Camgoz, Richard Bowden

ACM Computing Surveys 2022 10.1145/3527154
[14]
Review of Causal Discovery Methods Based on Graphical Models

Clark Glymour, Kun Zhang, Peter Spirtes

Frontiers in Genetics 10.3389/fgene.2019.00524
[15]
Bejos, S., Morales, E.F., Sucar, L.E., and de Cote, E.M. (2026). Single-Stage Causal Incentive Design via Optimal Interventions. Entropy, 28. 10.3390/e28010004
[16]
Friend, I., Kissinger, A., Spekkens, R.W., and Wolfe, E. (2025). Compositional Causal Identification from Imperfect or Disturbing Observations. Entropy, 27. 10.3390/e27070732
[17]
Rehder, B. (2025). A Magic Act in Causal Reasoning: Making Markov Violations Disappear. Entropy, 27. 10.3390/e27060548
[18]
Mahadevan, S. (2025). Higher Algebraic K-Theory of Causality. Entropy, 27. 10.3390/e27050531
[19]
Dang, Y., Gao, X., and Wang, Z. (2025). A Novel Hyper-Heuristic Algorithm with Soft and Hard Constraints for Causal Discovery Using a Linear Structural Equation Model. Entropy, 27. 10.3390/e27010038
[20]
Chen, Y., and Darwiche, A. (2024). Identifying Causal Effects Under Functional Dependencies. Entropy, 26. 10.3390/e26121061
[21]
Montoya, F., Astudillo, H., Díaz, D., and Berríos, E. (2024). Causal Learning: Monitoring Business Processes Based on Causal Structures. Entropy, 26. 10.3390/e26100867
[22]
Tritto, P.P., and Ponce, H. (2025). Causal Artificial Intelligence in Legal Language Processing: A Systematic Review. Entropy, 27. 10.3390/e27040351
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Published
Apr 03, 2026
Vol/Issue
28(4)
Pages
405
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Cite This Article
Luis Enrique Sucar, David Danks (2026). Causal Graphical Models and Their Applications. Entropy, 28(4), 405. https://doi.org/10.3390/e28040405
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