Foundations of Structural Causal Models with Cycles and Latent Variables

18 November 2016

Joris M. Mooij

Papers citing "Foundations of Structural Causal Models with Cycles and Latent Variables"

32 / 32 papers shown

Title
Revisiting the Berkeley Admissions data: Statistical Tests for Causal Hypotheses Sourbh Bhadane Joris Mooij Philip A. Boeken O. Zoeter 121 0 0 17 Feb 2025
Deriving Causal Order from Single-Variable Interventions: Guarantees & Algorithm Mathieu Chevalley Patrick Schwab Arash Mehrjou 87 1 0 28 May 2024
Nondeterministic Causal Models Sander Beckers 67 1 0 22 May 2024
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes Georg Manten Cecilia Casolo E. Ferrucci Søren Wengel Mogensen C. Salvi Niki Kilbertus CML BDL 134 11 0 28 Feb 2024
Constraint-Based Causal Discovery using Partial Ancestral Graphs in the presence of Cycles Joris M. Mooij Tom Claassen 43 41 0 01 May 2020
Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias Patrick Forré Joris M. Mooij CML 46 32 0 02 Jan 2019
Abstracting Causal Models Sander Beckers Joseph Y. Halpern 59 104 0 10 Dec 2018
Learning stable and predictive structures in kinetic systems: Benefits of a causal approach Niklas Pfister Stefan Bauer J. Peters CML 29 41 0 28 Oct 2018
Constraint-based Causal Discovery for Non-Linear Structural Causal Models with Cycles and Latent Confounders Patrick Forré Joris M. Mooij CML 48 56 0 09 Jul 2018
Causal Modeling of Dynamical Systems Stephan Bongers Tineke Blom Joris M. Mooij 33 23 0 23 Mar 2018
Markov Properties for Graphical Models with Cycles and Latent Variables Patrick Forré Joris M. Mooij 34 71 0 24 Oct 2017
Causal Consistency of Structural Equation Models Paul Kishan Rubenstein S. Weichwald Stephan Bongers Joris M. Mooij Dominik Janzing Moritz Grosse-Wentrup Bernhard Schölkopf CML 72 124 0 04 Jul 2017
From Deterministic ODEs to Dynamic Structural Causal Models Paul Kishan Rubenstein Stephan Bongers Bernhard Schölkopf Joris M. Mooij 60 54 0 29 Aug 2016
Margins of discrete Bayesian networks R. Evans 47 68 0 09 Jan 2015
Distinguishing cause from effect using observational data: methods and benchmarks Joris M. Mooij J. Peters Dominik Janzing Jakob Zscheischler Bernhard Schölkopf CML 66 482 0 11 Dec 2014
From Ordinary Differential Equations to Structural Causal Models: the deterministic case Joris Mooij Dominik Janzing Bernhard Schölkopf 98 103 0 09 Aug 2014
Graphs for margins of Bayesian networks R. Evans CML UQCV 55 90 0 08 Aug 2014
Axiomatizing Causal Reasoning Joseph Y. Halpern LRM 102 314 0 07 Aug 2014
CAM: Causal additive models, high-dimensional order search and penalized regression Peter Buhlmann J. Peters J. Ernest CML 93 323 0 06 Oct 2013
Cyclic Causal Discovery from Continuous Equilibrium Data Joris Mooij Tom Heskes 44 82 0 26 Sep 2013
Discovering Cyclic Causal Models with Latent Variables: A General SAT-Based Procedure Antti Hyttinen P. Hoyer F. Eberhardt Matti Järvisalo CML 50 90 0 26 Sep 2013
Causal Discovery with Continuous Additive Noise Models Jonas Peters Joris Mooij Dominik Janzing Bernhard Schölkopf CML 89 563 0 26 Sep 2013
A Constraint Propagation Approach to Probabilistic Reasoning Judea Pearl 50 225 0 27 Mar 2013
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 156 440 0 20 Feb 2013
Directed Cyclic Graphical Representations of Feedback Models Peter Spirtes CML 89 238 0 20 Feb 2013
Strong Completeness and Faithfulness in Bayesian Networks Christopher Meek 86 309 0 20 Feb 2013
A Discovery Algorithm for Directed Cyclic Graphs Thomas S. Richardson CML 110 192 0 13 Feb 2013
Identifying Independencies in Causal Graphs with Feedback Judea Pearl R. Dechter CML 72 106 0 13 Feb 2013
Causal Discovery from Changes Jin Tian Judea Pearl CML 84 165 0 10 Jan 2013
Discovering Cyclic Causal Models by Independent Components Analysis Gustavo Lacerda Peter Spirtes Joseph Ramsey P. Hoyer CML 91 186 0 13 Jun 2012
Half-trek criterion for generic identifiability of linear structural equation models Rina Foygel J. Draisma Mathias Drton CML 96 83 0 27 Jul 2011
On Deducing Conditional Independence from d-Separation in Causal Graphs with Feedback (Research Note) Radford M. Neal CML 66 52 0 01 Jun 2011