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All publications by Patrik O. Hoyer
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Statistical test for consistent estimation of causal effects in linear non-Gaussian models
Doris Entner, Patrik O. Hoyer and Peter Spirtes
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Telling cause from effect based on high-dimensional observations
Dominik Janzing, Patrik O. Hoyer and Bernhard Schölkopf
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010


Combining Experiments to Discover Linear Cyclic Models with Latent Variables
Frederick Eberhardt, Patrik O. Hoyer and Richard Scheines
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


Causal modelling combining instantaneous and lagged effects: an identifiable model based on non-Gaussianity
Aapo Hyvärinen, Shohei Shimizu and Patrik O. Hoyer
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Nonlinear causal discovery with additive noise models
Patrik O. Hoyer, Dominik Janzing, Joris M. Mooij, Jonas R. Peters and Bernhard Schölkopf
Advances in Neural Information Processing Systems 21, 2008


A Linear Non-Gaussian Acyclic Model for Causal Discovery
Shohei Shimizu, Patrik O. Hoyer, Aapo Hyvärinen and Antti J. Kerminen
Journal of Machine Learning Research, 2006


Non-negative Matrix Factorization with Sparseness Constraints
Patrik O. Hoyer
Journal of Machine Learning Research, 2004


Interpreting Neural Response Variability as Monte Carlo Sampling of the Posterior
Patrik O. Hoyer and Aapo Hyvärinen
Advances in Neural Information Processing Systems 15, 2002