Detecting confounding in multivariate linear models via spectral analysis

5 April 2017

Papers citing "Detecting confounding in multivariate linear models via spectral analysis"

14 / 14 papers shown

Title
Falsification of Unconfoundedness by Testing Independence of Causal Mechanisms R. Karlsson Jesse H. Krijthe CML 155 1 0 10 Feb 2025
Detecting hidden confounding in observational data using multiple environments R. Karlsson Jesse H. Krijthe CML OOD 91 13 0 27 May 2022
Interpolation and Regularization for Causal Learning L. C. Vankadara Luca Rendsburg U. V. Luxburg Debarghya Ghoshdastidar CML 50 1 0 18 Feb 2022
An overview of the quantitative causality analysis and causal graph reconstruction based on a rigorous formalism of information flow X. Liang CML AI4CE 8 0 0 31 Dec 2021
Independent mechanism analysis, a new concept? Luigi Gresele Julius von Kügelgen Vincent Stimper Bernhard Schölkopf M. Besserve CML 109 102 0 09 Jun 2021
Deconfounded Score Method: Scoring DAGs with Dense Unobserved Confounding Alexis Bellot M. Schaar CML 75 11 0 28 Mar 2021
Integrating overlapping datasets using bivariate causal discovery Anish Dhir Ciarán M. Gilligan-Lee CML 54 20 0 24 Oct 2019
Leveraging directed causal discovery to detect latent common causes Ciarán M. Gilligan-Lee Chris Hart Jonathan G. Richens Saurabh Johri CML 90 16 0 22 Oct 2019
Causal Regularization M. T. Bahadori OOD CML 89 51 0 28 Jun 2019
We Are Not Your Real Parents: Telling Causal from Confounded using MDL David Kaltenpoth Jilles Vreeken CML 106 22 0 21 Jan 2019
The Blessings of Multiple Causes Yixin Wang David M. Blei AI4CE CML 70 291 0 17 May 2018
Confounder Detection in High Dimensional Linear Models using First Moments of Spectral Measures Furui Liu L. Chan 42 4 0 19 Mar 2018
Structural Agnostic Modeling: Adversarial Learning of Causal Graphs Diviyan Kalainathan Olivier Goudet Isabelle M Guyon David Lopez-Paz Michèle Sebag CML 80 96 0 13 Mar 2018
Detecting non-causal artifacts in multivariate linear regression models Dominik Janzing Bernhard Schölkopf CML 66 34 0 02 Mar 2018