Jonas Martin Peters
Professor
Department of Mathematical Sciences
Universitetsparken 5, 2100 København Ø, 04 Matematik E, Building: 04-3-22A
- 2021
- Published
Causality in Cognitive Neuroscience: Concepts, Challenges, and Distributional Robustness
Weichwald, Sebastian & Peters, Jonas Martin, Feb 2021, In: Journal of Cognitive Neuroscience. 33, 2, p. 226-247 22 p.Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Anchor regression: Heterogeneous data meet causality
Rothenhäusler, D., Meinshausen, N., Bühlmann, P. & Peters, Jonas Martin, 2021, In: Journal of the Royal Statistical Society. Series B: Statistical Methodology. 83, 2, p. 215 - 246Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Causal discovery in heavy-tailed models
Gnecco, N., Meinshausen, N., Peters, Jonas Martin & Engelke, S., 2021, In: Annals of Statistics. 49, 3, p. 1755-1778Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Foundations of structural causal models with cycles and latent variables
Bongers, S., Forré, P., Peters, Jonas Martin & Mooij, J. M., 2021, In: Annals of Statistics. 49, 5, p. 2885-2915 31 p.Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Regularizing towards Causal Invariance: Linear Models with Proxies
Oberst, M., Thams, Nikolaj Theodor Birkmose, Peters, Jonas Martin & Sontag, D., 2021, Proceedings of the 38th International Conference on Machine Learning (ICML). PMLR, p. 1-11 (Proceedings of Machine Learning Research, Vol. 139).Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
- Published
Stabilizing variable selection and regression
Pfister, Niklas Andreas, Williams, E. G., Peters, Jonas Martin, Aebersold, R. & Bühlmann, P., 2021, In: Annals of Applied Statistics. 15, 3, p. 1220-1246Research output: Contribution to journal › Journal article › Research › peer-review
- Published
The Raven's Hat: Fallen Pictures, Rising Sequences, and Other Mathematical Games
Peters, Jonas Martin & Meinshausen, N., 2021, MIT Press. 192 p.Research output: Book/Report › Book › Communication
- Published
The three major axes of terrestrial ecosystem function
Migliavacca, M., Musavi, T., Mahecha, M. D., Nelson, J. A., Knauer, J., Baldocchi, D. D., Perez-Priego, O., Christiansen, R., Peters, Jonas Martin, Anderson, K., Bahn, M., Black, T. A., Blanken, P. D., Bonal, D., Buchmann, N., Caldararu, S., Carrara, A., Carvalhais, N., Cescatti, A., Chen, J., Cleverly, J., Cremonese, E., Desai, A. R., El-Madany, T. S., Farella, M. M., Fernández-Martínez, M., Filippa, G., Forkel, M., Galvagno, M., Gomarasca, U., Gough, C. M., Göckede, M., Ibrom, A., Ikawa, H., Janssens, I. A., Jung, M., Kattge, J., Keenan, T. F., Knohl, A., Kobayashi, H., Kraemer, G., Law, B. E., Liddell, M. J., Ma, X., Mammarella, I., Martini, D., Macfarlane, C., Matteucci, G., Montagnani, L., Pabon-Moreno, D. E., Panigada, C., Papale, D., Pendall, E., Penuelas, J., Phillips, R. P., Reich, P. B., Rossini, M., Rotenberg, E., Scott, R. L., Stahl, C., Weber, U., Wohlfahrt, G., Wolf, S., Wright, I. J., Yakir, D., Zaehle, S. & Reichstein, M., 2021, In: Nature. 598, 7881, p. 468-472Research output: Contribution to journal › Journal article › Research › peer-review
ID: 164527659
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Inferring causation from time series in Earth system sciences
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102
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Switching Regression Models and Causal Inference in the Presence of Discrete Latent Variables
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101
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The hardness of conditional independence testing and the generalised covariance measure
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