Interpreting and using CPDAGs with background knowledge

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Interpreting and using CPDAGs with background knowledge

7 July 2017

Emilija Perković

Marloes H. Maathuis

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Papers citing "Interpreting and using CPDAGs with background knowledge"

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Title
Local Learning for Covariate Selection in Nonparametric Causal Effect Estimation with Latent Variables Zheng Li Feng Xie Xichen Guo Yan Zeng Hao Zhang Zhi Geng CML 196 0 0 25 Nov 2024
Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey Debo Cheng Jiuyong Li Lin Liu Jixue Liu T. Le CML 84 32 0 20 Aug 2022
On the Representation of Causal Background Knowledge and its Applications in Causal Inference Zhuangyan Fang Ruiqi Zhao Yue Liu Yangbo He 72 4 0 10 Jul 2022
Counterfactual Fairness with Partially Known Causal Graph Aoqi Zuo Susan Wei Tongliang Liu Bo Han Kun Zhang Biwei Huang OOD FaML 65 19 0 27 May 2022
Typing assumptions improve identification in causal discovery P. Brouillard Perouz Taslakian Alexandre Lacoste Sébastien Lachapelle Alexandre Drouin CML 76 13 0 22 Jul 2021
Minimal enumeration of all possible total effects in a Markov equivalence class F. R. Guo Emilija Perković CML 38 17 0 16 Oct 2020
Efficient least squares for estimating total effects under linearity and causal sufficiency By F. Richard Guo Emilija Perković CML 81 13 0 08 Aug 2020
On efficient adjustment in causal graphs Jan-Jelle Witte Leonard Henckel Marloes H. Maathuis Vanessa Didelez CML 70 70 0 17 Feb 2020
Identifying causal effects in maximally oriented partially directed acyclic graphs Emilija Perković CML 59 39 0 07 Oct 2019
Graphical Criteria for Efficient Total Effect Estimation via Adjustment in Causal Linear Models Leonard Henckel Emilija Perković Marloes H. Maathuis CML 98 108 0 04 Jul 2019
Separators and Adjustment Sets in Causal Graphs: Complete Criteria and an Algorithmic Framework Benito van der Zander Maciej Liskiewicz J. Textor CML 62 37 0 28 Feb 2018
Counting and Sampling from Markov Equivalent DAGs Using Clique Trees AmirEmad Ghassami Saber Salehkaleybar Negar Kiyavash Kun Zhang CML 74 22 0 05 Feb 2018
Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs Emilija Perković J. Textor M. Kalisch Marloes H. Maathuis OffRL 86 149 0 22 Jun 2016