Complete Graphical Characterization and Construction of Adjustment Sets
in Markov Equivalence Classes of Ancestral Graphs

Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs

22 June 2016

Emilija Perković

Marloes H. Maathuis

Papers citing "Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs"

16 / 16 papers shown

Title
dcFCI: Robust Causal Discovery Under Latent Confounding, Unfaithfulness, and Mixed Data Adèle Ribeiro Dominik Heider CML 21 0 0 10 May 2025
Note on the identification of total effect in Cluster-DAGs with cycles Clément Yvernes 19 0 0 10 Apr 2025
SNAP: Sequential Non-Ancestor Pruning for Targeted Causal Effect Estimation With an Unknown Graph Mátyás Schubert Tom Claassen Sara Magliacane CML 68 0 0 11 Feb 2025
Treatment Effect Estimation with Observational Network Data using Machine Learning Corinne Emmenegger Meta-Lina Spohn Timon Elmer Peter Buhlmann CML 55 3 1 20 Jan 2025
Local Learning for Covariate Selection in Nonparametric Causal Effect Estimation with Latent Variables Zheng Li Feng Xie Yan Zeng Zhi Geng Hao Zhang Zhi Geng CML 74 0 0 25 Nov 2024
Causal reasoning in difference graphs Charles K. Assaad CML 29 0 0 02 Nov 2024
A matrix algebra for graphical statistical models Qingyuan Zhao 40 1 0 22 Jul 2024
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective Jiangmeng Li Yanan Zhang Wenwen Qiang Lingyu Si Chengbo Jiao Xiaohui Hu Changwen Zheng Fuchun Sun CML 21 28 0 26 Aug 2022
Graphical tools for selecting conditional instrumental sets Leonard Henckel Martin Buttenschon Marloes H. Maathuis CML 18 8 0 07 Aug 2022
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications Marcel Wienöbst Max Bannach Maciej Liskiewicz 16 9 0 05 May 2022
Finding Valid Adjustments under Non-ignorability with Minimal DAG Knowledge Abhin Shah Karthikeyan Shanmugam Kartik Ahuja CML 21 12 0 22 Jun 2021
Adversarial Genetic Programming for Cyber Security: A Rising Application Domain Where GP Matters Una-May O’Reilly J. Toutouh M. Pertierra Daniel Prado Sanchez Dennis Garcia Anthony Erb Luogo Jonathan Kelly Erik Hemberg SILM AAML 10 30 0 07 Apr 2020
Separators and Adjustment Sets in Causal Graphs: Complete Criteria and an Algorithmic Framework Benito van der Zander Maciej Liskiewicz J. Textor CML 14 34 0 28 Feb 2018
Neural network an1alysis of sleep stages enables efficient diagnosis of narcolepsy Jens B. Stephansen A. N. Olesen Mads Olsen A. Ambati E. Leary ... C. Kushida P. Peppard H. Sørensen P. Jennum Emmanuel Mignot 25 220 0 05 Oct 2017
High-dimensional consistency in score-based and hybrid structure learning Preetam Nandy Alain Hauser Marloes H. Maathuis 39 128 0 09 Jul 2015
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 216 626 0 20 Feb 2013