@book{pearl1988, author = {Judea Pearl}, title = {Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference}, publisher = {Morgan Kaufmann}, year = 1988, url = {https://archive.org/details/probabilisticrea00pear}, } @article{pearl1995, author = {Judea Pearl}, title = {Causal Diagrams for Empirical Research}, journal = {Biometrika}, volume = 82, number = 4, pages = {669--688}, year = 1995, doi = {10.1093/biomet/82.4.669}, } @incollection{spirtesmeekrichardson1999, author = {Peter Spirtes and Christopher Meek and Thomas S. Richardson}, title = {An Algorithm for Causal Inference in the Presence of Latent Variables and Selection Bias}, booktitle = {Computation, Causation, and Discovery}, editor = {Clark Glymour and Gregory F. Cooper}, publisher = {AAAI Press}, address = {Menlo Park, CA}, pages = {211--252}, year = 1999, doi = {10.7551/mitpress/2006.003.0009}, } @inproceedings{perkovic2020, author = {Emilija Perkovi\'c}, title = {Identifying Causal Effects in Maximally Oriented Partially Directed Acyclic Graphs}, booktitle = {Proceedings of the 36th Conference on Uncertainty in Artificial Intelligence (UAI)}, pages = {530--539}, year = 2020, url = {https://proceedings.mlr.press/v124/perkovic20a.html}, } @article{richardsonspirtes2002, author = {Thomas S. Richardson and Peter Spirtes}, title = {Ancestral Graph Markov Models}, journal = {The Annals of Statistics}, volume = 30, number = 4, pages = {962--1030}, year = 2002, doi = {10.1214/aos/1031689015}, } @article{richardson2003, author = {Thomas S. Richardson}, title = {Markov Properties for Acyclic Directed Mixed Graphs}, journal = {Scandinavian Journal of Statistics}, volume = 30, number = 1, pages = {145--157}, year = 2003, doi = {10.1111/1467-9469.00323}, } @article{anderssonmadiganperlman1997, author = {Steen A. Andersson and David Madigan and Michael D. Perlman}, title = {A Characterization of {M}arkov Equivalence Classes for Acyclic Digraphs}, journal = {The Annals of Statistics}, volume = 25, number = 2, pages = {505--541}, year = 1997, doi = {10.1214/aos/1031833662}, } @article{forremooij2017, author = {Patrick Forr\'e and Joris M. Mooij}, title = {Markov Properties for Graphical Models with Cycles and Latent Variables}, journal = {arXiv preprint}, year = 2017, doi = {10.48550/arXiv.1710.08775}, }