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All publications by Jonas Peters
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Removing systematic errors for exoplanet search via latent causes
Bernhard Schölkopf, David Hogg, Dun Wang, Dan Foreman-mackey, Dominik Janzing, Carl-johann Simon-gabriel and Jonas Peters
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


BACKSHIFT: Learning causal cyclic graphs from unknown shift interventions
Dominik Rothenhäusler, Christina Heinze, Jonas Peters and Nicolai Meinshausen
Advances in Neural Information Processing Systems 28, 2015


Causal Inference on Time Series using Restricted Structural Equation Models
Jonas Peters, Dominik Janzing and Bernhard Schölkopf
Advances in Neural Information Processing Systems 26, 2013


On causal and anticausal learning
Dominik Janzing, Jonas Peters, Eleni Sgouritsa, Kun Zhang, Joris M. Mooij and Bernhard Schölkopf
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Identifying Cause and Effect on Discrete Data using Additive Noise Models
Jonas Peters, Dominik Janzing and Bernhard Schölkopf
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


Detecting the direction of causal time series
Jonas Peters, Dominik Janzing, Arthur Gretton and Bernhard Schölkopf
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Regression by dependence minimization and its application to causal inference in additive noise models
Joris M. Mooij, Dominik Janzing, Jonas Peters and Bernhard Schölkopf
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009