Jonas Martin Peters
Professor
Department of Mathematical Sciences
Universitetsparken 5, 2100 København Ø, 04 Matematik E, Building: 04-3-22A
- 2022
- Published
A Causal Framework for Distribution Generalization
Christiansen, R., Pfister, Niklas Andreas, Emil Jakobsen, M., Gnecco, N. & Peters, Jonas Martin, 2022, In: I E E E Transactions on Pattern Analysis and Machine Intelligence. 44, 10, p. 6614-6630 17 p.Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Conditional independence testing in Hilbert spaces with applications to functional data analysis
Lundborg, Anton Rask, Shah, R. D. & Peters, Jonas Martin, 2022, In: Journal of the Royal Statistical Society. Series B: Statistical Methodology. 84, 5, p. 1821-1850 30 p.Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Distributional robustness of K-class estimators and the PULSE
Jakobsen, M. E. & Peters, Jonas Martin, 2022, In: The Econometrics Journal. 25, 2, p. 404–432Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning
Weichwald, Sebastian, Wengel Mogensen, S., Lee, T. E., Baumann, D., Kroemer, O., Guyon, I., Trimpe, S., Peters, Jonas Martin & Pfister, Niklas Andreas, 2022, Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track. PMLR, p. 246-258 (Proceedings of Machine Learning Research, Vol. 176).Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
- Published
Structure Learning for Directed Trees
Jakobsen, M. E., Shah, R. D., Bühlmann, P. & Peters, Jonas Martin, 2022, In: Journal of Machine Learning Research. 23, p. 1-97 (159).Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Toward Causal Inference for Spatio-Temporal Data: Conflict and Forest Loss in Colombia
Christiansen, R., Baumann, M., Kuemmerle, T., Mahecha, M. D. & Peters, Jonas Martin, 2022, In: Journal of the American Statistical Association. 117, p. 591-601Research output: Contribution to journal › Journal article › Research › peer-review
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
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Switching Regression Models and Causal Inference in the Presence of Discrete Latent Variables
Research output: Contribution to journal › Journal article › Research › peer-review
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101
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The hardness of conditional independence testing and the generalised covariance measure
Research output: Contribution to journal › Journal article › Research › peer-review
Published