Research Interests

Publications

Marcel Wienöbst, Benito van der Zander, Maciej Liskiewicz:
Linear-Time Algorithms for Front-Door Adjustment in Causal Graphs.
In AAAI Conference on Artificial Intelligence (AAAI 2024), pp. 20577-20584. , 2024.
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Benito van der Zander, Markus Bläser, Maciej Liskiewicz:
The hardness of reasoning about probabilities and causality.
In International Joint Conference on Artificial Intelligence (IJCAI 2023), pp. 5730. , 2023.
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Benito van der Zander, Marcel Wienöbst, Markus Bläser, Maciej Liskiewicz:
Identification in Tree-shaped Linear Structural Causal Models.
In Proceedings of The 25th International Conference on Artificial Intelligence and Statistics, pp. 6770-6792. PLMR, 2022.
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Benito van der Zander, Maciej Liskiewicz:
Finding minimal d-separators in linear time and applications.
In Proceedings of the 35th Conference on Uncertainty in Artificial Intelligence (UAI'19), AUAI Press, 2019.
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Benito van der Zander, Maciej Liskiewicz, Johannes Textor:
Separators and adjustment sets in causal graphs: Complete criteria and an algorithmic framework.
Artificial Intelligence, Vol. 270, Pages 1-40, (270):1-40, 2019.
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Benito van der Zander, Maciej Liskiewicz, Johannes Textor:
Separators and adjustment sets in causal graphs: Complete criteria and an algorithmic framework.
Technical report arXiv:1803.00116 (2018), arXiv preprint, 2018.
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Johannes Textor, Benito van der Zander, Mark S. Gilthorpe, Maciej Liskiewicz, George T.H. Ellison:
Robust causal inference using Directed Acyclic Graphs: the R package ’dagitty’.
International Journal of Epidemiology, 6(45):1887-1894, 2016.
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Benito Van der Zander, Maciej Liskiewicz:
On Searching for Generalized Instrumental Variables.
In Proceedings of the The 19th International Conference on Artificial Intelligence and Statistics (AISTATS'16), pp. 1214-1222. JMLR Proceedings, 2016.
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Benito van der Zander, Maciej Liskiewicz:
Separators and Adjustment Sets in Markov Equivalent DAGs.
In Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI'16), Phoenix, Arizona USA, pp. 3315-3321. AAAI Press, 2016.
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Benito van der Zander, Johannes Textor, Maciej Liskiewicz:
Efficiently Finding Conditional Instruments for Causal Inference.
In IJCAI 2015, Proceedings of the 24th International Joint Conference on Artificial Intelligence, Buenos Aires, Argentina, July 25-31, 2015, pp. 3243-3249. AAAI Press / International Joint Conferences on Artificial Intelligence, 2015.
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Benito van der Zander, Johannes Textor, Maciej Liskiewicz:
Constructing Separators and Adjustment Sets in Ancestral Graphs.
In Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence (UAI'14), Quebec, Canada, pp. 907-916. AUAI Press, 2014.
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Benito van der Zander:
Extending XQuery with pattern matching over XML, HTML and JSON, and its usage for data mining..
In Proceedings of Balisage: The Markup Conference, , 2014.
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