Causal Calculus in the Presence of Cycles, Latent Confounders and
Selection Bias

v1v2 (latest)

Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias

2 January 2019

Joris M. Mooij

ArXiv (abs)PDF HTML

Papers citing "Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias"

13 / 13 papers shown

Title
Identifying Macro Causal Effects in C-DMGs Simon Ferreira Charles K. Assaad CML 546 0 0 02 Apr 2025
Regression-Based Estimation of Causal Effects in the Presence of Selection Bias and Confounding Marlies Hafer Alexander Marx CML 211 0 0 26 Mar 2025
Causal reasoning in difference graphs Charles K. Assaad CML 98 0 0 02 Nov 2024
Identifying Selections for Unsupervised Subtask Discovery Yiwen Qiu Yujia Zheng Kun Zhang 49 0 0 28 Oct 2024
Identifying macro conditional independencies and macro total effects in summary causal graphs with latent confounding Simon Ferreira Charles K. Assaad CML 70 5 0 10 Jul 2024
Detecting and Identifying Selection Structure in Sequential Data Yujia Zheng Zeyu Tang Yiwen Qiu Bernhard Schölkopf Kun Zhang CML 89 3 0 29 Jun 2024
Dynamic Structural Causal Models Philip A. Boeken Joris M. Mooij 114 4 0 03 Jun 2024
Towards a Transportable Causal Network Model Based on Observational Healthcare Data Alice Bernasconi Alessio Zanga Peter J.F. Lucas M. Scutari Fabio Stella CML OOD 43 2 0 13 Nov 2023
Causal Shapley Values: Exploiting Causal Knowledge to Explain Individual Predictions of Complex Models Tom Heskes E. Sijben I. G. Bucur Tom Claassen FAtt TDI 118 154 0 03 Nov 2020
Decision-theoretic foundations for statistical causality P. Dawid CML AI4CE 55 53 0 26 Apr 2020
Info Intervention Heyang Gong Zhu Ke CML 25 0 0 24 Jul 2019
Causal Modeling of Dynamical Systems Stephan Bongers Tineke Blom Joris M. Mooij 73 24 0 23 Mar 2018
Foundations of Structural Causal Models with Cycles and Latent Variables Stephan Bongers Patrick Forré J. Peters Joris M. Mooij 93 167 0 18 Nov 2016