Causal Inference via Kernel Deviance Measures

Causal Inference via Kernel Deviance Measures

12 April 2018

Jovana Mitrović

Dino Sejdinovic

Papers citing "Causal Inference via Kernel Deviance Measures"

11 / 11 papers shown

Title
Computing Exact Shapley Values in Polynomial Time for Product-Kernel Methods Majid Mohammadi Siu Lun Chau Krikamol Muandet FAtt 167 0 0 22 May 2025
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 71 1 0 08 Oct 2024
Causal Inference by Stochastic Complexity Kailash Budhathoki Jilles Vreeken 41 9 0 22 Feb 2017
The Arrow of Time in Multivariate Time Series Stefan Bauer Bernhard Schölkopf J. Peters 39 32 0 02 Mar 2016
Conditional distribution variability measures for causality detection José A. R. Fonollosa CML 23 44 0 25 Jan 2016
Distinguishing cause from effect using observational data: methods and benchmarks Joris M. Mooij J. Peters Dominik Janzing Jakob Zscheischler Bernhard Schölkopf CML 109 138 0 11 Dec 2014
Conditional mean embeddings as regressors - supplementary Steffen Grunewalder Guy Lever Luca Baldassarre Sam Patterson Arthur Gretton Massimiliano Pontil 127 147 0 21 May 2012
On the Identifiability of the Post-Nonlinear Causal Model Kun Zhang Aapo Hyvarinen CML 194 564 0 09 May 2012
Inferring deterministic causal relations P. Daniušis Dominik Janzing Joris Mooij Jakob Zscheischler Bastian Steudel Kun Zhang Bernhard Schölkopf CML 115 192 0 15 Mar 2012
Kernel-based Conditional Independence Test and Application in Causal Discovery Kun Zhang J. Peters Dominik Janzing Bernhard Schölkopf BDL CML 91 626 0 14 Feb 2012
Causal inference using the algorithmic Markov condition Dominik Janzing Bernhard Schölkopf CML 160 306 0 23 Apr 2008