Kernel-based Conditional Independence Test and Application in Causal
Discovery

Kernel-based Conditional Independence Test and Application in Causal Discovery

14 February 2012

Dominik Janzing

Bernhard Schölkopf

Papers citing "Kernel-based Conditional Independence Test and Application in Causal Discovery"

13 / 13 papers shown

Title
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions Juan L. Gamella Armeen Taeb C. Heinze-Deml Peter Buhlmann CML 134 8 0 13 Mar 2025
Your Assumed DAG is Wrong and Here's How To Deal With It Kirtan Padh Zhufeng Li Cecilia Casolo Niki Kilbertus CML 84 0 0 24 Feb 2025
Falsification of Unconfoundedness by Testing Independence of Causal Mechanisms R. Karlsson Jesse H. Krijthe CML 114 1 0 10 Feb 2025
Causal Discovery via Bayesian Optimization Bao Duong Sunil Gupta Thin Nguyen 140 0 0 28 Jan 2025
SpaceTime: Causal Discovery from Non-Stationary Time Series Sarah Mameche Lénaïg Cornanguer Urmi Ninad Jilles Vreeken CML AI4TS 77 0 0 20 Jan 2025
Conditional Dependence via U-Statistics Pruning Ferran de Cabrera Marc Vilà-Insa Jaume Riba 61 0 0 21 Oct 2024
A Skewness-Based Criterion for Addressing Heteroscedastic Noise in Causal Discovery Yingyu Lin Yuxing Huang Wenqin Liu Haoran Deng Ignavier Ng Kun Zhang Biwei Huang Yi-An Ma Zhen Zhang 78 1 0 08 Oct 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 201 12 0 28 Feb 2024
Sample, estimate, aggregate: A recipe for causal discovery foundation models Menghua Wu Yujia Bao Regina Barzilay Tommi Jaakkola CML 89 7 0 02 Feb 2024
Generalized Optimal Matching Methods for Causal Inference Nathan Kallus 158 108 0 26 Dec 2016
On the Identifiability of the Post-Nonlinear Causal Model Kun Zhang Aapo Hyvarinen CML 194 565 0 09 May 2012
Testing conditional independence using maximal nonlinear conditional correlation Tzee-Ming Huang 90 79 0 19 Oct 2010
Testing conditional independence via Rosenblatt transforms Kyungchul Song 121 88 0 19 Nov 2009