Jonas Martin Peters

Jonas Martin Peters

Professor


  1. 2021
  2. 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 journalJournal articleResearchpeer-review

  3. 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 proceedingArticle in proceedingsResearchpeer-review

  4. 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. 1220-1246

    Research output: Contribution to journalJournal articleResearchpeer-review

  5. 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/ReportBookCommunication

  6. 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. 468-472

    Research output: Contribution to journalJournal articleResearchpeer-review

  7. 2020
  8. Published

    Earth system data cubes unravel global multivariate dynamics

    Mahecha, M. D., Gans, F., Brandt, G., Christiansen, R., Cornell, S. E., Fomferra, N., Kraemer, G., Peters, Jonas Martin, Bodesheim, P., Camps-Valls, G., F. Donges, J., Dorigo, W., M. Estupinan-Suarez, L., H. Gutierrez-Velez, V., Gutwin, M., Jung, M., C. Londoño, M., G. Miralles, D., Papastefanou, P. & Reichstein, M., 2020, In: Earth System Dynamics. 11, 1, p. 201-234 34 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  9. Published

    Switching Regression Models and Causal Inference in the Presence of Discrete Latent Variables

    Christiansen, R. & Peters, Jonas Martin, 2020, In: Journal of Machine Learning Research. 21, p. 1-46 (41).

    Research output: Contribution to journalJournal articleResearchpeer-review

  10. Published

    The hardness of conditional independence testing and the generalised covariance measure

    Shah, R. D. & Peters, Jonas Martin, 2020, In: Annals of Statistics. 48, 3, p. 1514-1538 25 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

  11. 2019
  12. Published

    Inferring causation from time series in Earth system sciences

    Runge, J., Bathiany, S., Bollt, E., Camps-Valls, G., Coumou, D., Deyle, E., Glymour, C., Kretschmer, M., Mahecha, M. D., Muñoz-Marí, J., van Nes, E. H., Peters, Jonas Martin, Quax, R., Reichstein, M., Scheffer, M., Schölkopf, B., Spirtes, P., Sugihara, G., Sun, J., Zhang, K. & Zscheischler, J., 2019, In: Nature Communications. 10, 1, 13 p., 2553.

    Research output: Contribution to journalJournal articleResearchpeer-review

  13. Published

    Invariant Causal Prediction for Sequential Data

    Pfister, Niklas Andreas, Bühlmann, P. & Peters, Jonas Martin, 2019, In: Journal of the American Statistical Association. 114, 527, p. 1264-1276 13 p.

    Research output: Contribution to journalJournal articleResearchpeer-review

ID: 164527659