Causal inference in partially linear structural equation models

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Causal inference in partially linear structural equation models

20 July 2016

Dominik Rothenhausler

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Papers citing "Causal inference in partially linear structural equation models"

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Title
High-dimensional consistency in score-based and hybrid structure learning Preetam Nandy Alain Hauser Marloes H. Maathuis 100 130 0 09 Jul 2015
Score-based Causal Learning in Additive Noise Models Christopher Nowzohour Peter Buhlmann CML 86 31 0 25 Nov 2013
On the uniform convergence of empirical norms and inner products, with application to causal inference Sara van de Geer 114 37 0 21 Oct 2013
CAM: Causal additive models, high-dimensional order search and penalized regression Peter Buhlmann J. Peters J. Ernest CML 133 325 0 06 Oct 2013
Causal Discovery with Continuous Additive Noise Models Jonas Peters Joris Mooij Dominik Janzing Bernhard Schölkopf CML 120 576 0 26 Sep 2013
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 288 638 0 20 Feb 2013
A Transformational Characterization of Equivalent Bayesian Network Structures D. M. Chickering 272 417 0 20 Feb 2013
Causal discovery of linear acyclic models with arbitrary distributions P. Hoyer Aapo Hyvarinen R. Scheines Peter Spirtes Joseph Ramsey Gustavo Lacerda Shohei Shimizu CML 108 80 0 13 Jun 2012
$$\ell_0$-penalized maximum likelihood for sparse directed acyclic graphs$ $\ell_0$ -penalized maximum likelihood for sparse directed acyclic graphs Sara van de Geer Peter Buhlmann CML 165 83 0 24 May 2012
Identifiability of Gaussian structural equation models with equal error variances J. Peters Peter Buhlmann CML 199 339 0 11 May 2012
On the Identifiability of the Post-Nonlinear Causal Model Kun Zhang Aapo Hyvarinen CML 214 564 0 09 May 2012
Identifiability of Causal Graphs using Functional Models J. Peters Joris Mooij Dominik Janzing Bernhard Schölkopf 105 155 0 14 Feb 2012