Score-based Causal Learning in Additive Noise Models

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Score-based Causal Learning in Additive Noise Models

25 November 2013

Christopher Nowzohour

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Papers citing "Score-based Causal Learning in Additive Noise Models"

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Title
Structural restrictions in local causal discovery: identifying direct causes of a target variableBiometrika (Biometrika), 2023 Juraj Bodik V. Chavez-Demoulin CML 408 3 0 29 Jul 2023
Estimating large causal polytrees from small samples S. Chatterjee M. Vidyasagar CML 210 3 0 15 Sep 2022
Optimal estimation of Gaussian DAG modelsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 Ming Gao W. Tai Bryon Aragam 273 14 0 25 Jan 2022
A polynomial-time algorithm for learning nonparametric causal graphs Ming Gao Yi Ding Bryon Aragam CML 226 36 0 22 Jun 2020
Causal inference in partially linear structural equation models Dominik Rothenhausler J. Ernest M. Sugiyama 224 33 0 20 Jul 2016
Consistency of Causal Inference under the Additive Noise ModelInternational Conference on Machine Learning (ICML), 2013 Samory Kpotufe Eleni Sgouritsa Dominik Janzing Bernhard Schölkopf CML 184 45 0 19 Dec 2013
High-dimensional learning of linear causal networks via inverse covariance estimationJournal of machine learning research (JMLR), 2013 Po-Ling Loh Peter Buhlmann CML 292 200 0 14 Nov 2013
Causal Discovery with Continuous Additive Noise Models Jonas Peters Joris Mooij Dominik Janzing Bernhard Schölkopf CML 431 619 0 26 Sep 2013