A Bayesian Approach to Constraint Based Causal Inference

16 October 2012

Papers citing "A Bayesian Approach to Constraint Based Causal Inference"

12 / 12 papers shown

Title
dcFCI: Robust Causal Discovery Under Latent Confounding, Unfaithfulness, and Mixed Data Adèle H. Ribeiro Dominik Heider CML 31 0 0 10 May 2025
Explaining the Behavior of Black-Box Prediction Algorithms with Causal Learning Numair Sani Daniel Malinsky I. Shpitser CML 79 15 0 10 Jan 2025
Inference of Causal Networks using a Topological Threshold Filipe Barroso Diogo Gomes Gareth J. Baxter 34 0 0 21 Apr 2024
Human-in-the-Loop Causal Discovery under Latent Confounding using Ancestral GFlowNets Tiago da Silva Eliezer de Souza da Silva Adèle H. Ribeiro António Góis Dominik Heider Samuel Kaski Diego Mesquita CML 51 6 0 21 Sep 2023
Confidence in Causal Inference under Structure Uncertainty in Linear Causal Models with Equal Variances David Strieder Mathias Drton CML 11 5 0 08 Sep 2023
Testing Many Constraints in Possibly Irregular Models Using Incomplete U-Statistics Nils Sturma Mathias Drton Dennis Leung 30 3 0 24 Aug 2022
A survey of Bayesian Network structure learning N. K. Kitson Anthony C. Constantinou Zhi-gao Guo Yang Liu Kiattikun Chobtham CML 26 182 0 23 Sep 2021
Confidence in Causal Discovery with Linear Causal Models David Strieder Tobias Freidling Stefan Haffner Mathias Drton CML 24 11 0 10 Jun 2021
Ancestral Causal Inference Sara Magliacane Tom Claassen Joris M. Mooij CML 16 61 0 22 Jun 2016
Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets Sofia Triantafillou Ioannis Tsamardinos CML 32 147 0 10 Mar 2014
Causal Inference in the Presence of Latent Variables and Selection Bias Peter Spirtes Christopher Meek Thomas S. Richardson CML 147 438 0 20 Feb 2013
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 224 628 0 20 Feb 2013