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Kun Zhang

Max Planck Institute for Intelligent Systems

Causal Inference by Identification of Vector Autoregressive Processes with Hidden Components


Dec 22, 2015
Philipp Geiger, Kun Zhang, Mingming Gong, Dominik Janzing, Bernhard Schölkopf

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* Extended version of a paper in the Proceedings of the 32nd International Conference on Machine Learning, Lille, France, 2015 

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Distinguishing Cause from Effect Based on Exogeneity


Apr 22, 2015
Kun Zhang, Jiji Zhang, Bernhard Schölkopf

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* 11 pages, 4 figures, published in Proceedings of the 15th conference on Theoretical Aspects of Rationality and Knowledge (TARK'15) 

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Bridging Information Criteria and Parameter Shrinkage for Model Selection


Jul 08, 2013
Kun Zhang, Heng Peng, Laiwan Chan, Aapo Hyvarinen

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* 16 pages, 3 figures 

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Model Selection for Gaussian Mixture Models


Jan 16, 2013
Tao Huang, Heng Peng, Kun Zhang

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On Causal and Anticausal Learning


Jun 27, 2012
Bernhard Schoelkopf, Dominik Janzing, Jonas Peters, Eleni Sgouritsa, Kun Zhang, Joris Mooij

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* Appears in Proceedings of the 29th International Conference on Machine Learning (ICML 2012). arXiv admin note: substantial text overlap with arXiv:1112.2738 

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On the Identifiability of the Post-Nonlinear Causal Model


May 09, 2012
Kun Zhang, Aapo Hyvarinen

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* Appears in Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence (UAI2009) 

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Inferring deterministic causal relations


Mar 15, 2012
Povilas Daniusis, Dominik Janzing, Joris Mooij, Jakob Zscheischler, Bastian Steudel, Kun Zhang, Bernhard Schoelkopf

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* Appears in Proceedings of the Twenty-Sixth Conference on Uncertainty in Artificial Intelligence (UAI2010) 

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Source Separation and Higher-Order Causal Analysis of MEG and EEG


Mar 15, 2012
Kun Zhang, Aapo Hyvarinen

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* Appears in Proceedings of the Twenty-Sixth Conference on Uncertainty in Artificial Intelligence (UAI2010) 

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Invariant Gaussian Process Latent Variable Models and Application in Causal Discovery


Mar 15, 2012
Kun Zhang, Bernhard Schoelkopf, Dominik Janzing

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* Appears in Proceedings of the Twenty-Sixth Conference on Uncertainty in Artificial Intelligence (UAI2010) 

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Kernel-based Conditional Independence Test and Application in Causal Discovery


Feb 14, 2012
Kun Zhang, Jonas Peters, Dominik Janzing, Bernhard Schoelkopf

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