Jonas Martin Peters
Professor
Department of Mathematical Sciences
Universitetsparken 5, 2100 København Ø, 04 Matematik E, Building: 04-3-22A
- 2009
Detecting the Direction of Causal Time Series
Peters, Jonas Martin, Janzing, D., Gretton, A. & Schölkopf, B., 2009, Proceedings of the 26th International Conference on Machine Learning (ICML). p. 801-808 8 p.Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review
- Published
Identifying confounders using additive noise models
Janzing, D., Peters, Jonas Martin, Mooij, J. M. & Schölkopf, B., 2009, Proceedings of the 25th Annual Conference on Uncertainty in Artificial Intelligence (UAI ). p. 249-257 9 p.Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review
Kernel methods for detecting the direction of time series
Peters, Jonas Martin, Janzing, D., Gretton, A. & Schölkopf, B., 2009, Proccedings of the 32nd Annual Conference of the German Classification Society (GfKl 2008). p. 1-10 10 p.Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review
- Published
Nonlinear causal discovery with additive noise models
Hoyer, P. O., Janzing, D., Mooij, J. M., Peters, Jonas Martin & Schölkopf, B., 2009, Advances in Neural Information Processing Systems 21 (NIPS). p. 689-696 8 p.Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review
Regression by Dependence Minimization and its Application to Causal Inference
Mooij, J. M., Janzing, D., Peters, Jonas Martin & Schölkopf, B., 2009, Proceedings of the 26th International Conference on Machine Learning (ICML). p. 745-752 8 p.Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review
- 2008
- Published
Asymmetries of Time Series under Inverting their Direction
Peters, Jonas Martin, 2008Research output: Other contribution › Research
ID: 164527659
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151
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Inferring causation from time series in Earth system sciences
Research output: Contribution to journal › Journal article › Research › peer-review
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102
downloads
Switching Regression Models and Causal Inference in the Presence of Discrete Latent Variables
Research output: Contribution to journal › Journal article › Research › peer-review
Published -
101
downloads
The hardness of conditional independence testing and the generalised covariance measure
Research output: Contribution to journal › Journal article › Research › peer-review
Published