Niklas Andreas Pfister
Assistant professor, tenure track, Associate Professor
Department of Mathematical Sciences
Universitetsparken 5, 2100 København Ø, 04 Matematik E, Building: 04-3-18
Member of:
- 2023
- Published
Invariant Policy Learning: A Causal Perspective
Saengkyongam, S., Thams, Nikolaj Theodor Birkmose, Peters, J. & Pfister, Niklas Andreas, 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 7, p. 8606-8620 15 p.Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Statistical testing under distributional shifts
Thams, Nikolaj Theodor Birkmose, Saengkyongam, S., Pfister, Niklas Andreas & Peters, J., 2023, In: Journal of the Royal Statistical Society, Series B (Statistical Methodology). 85, 3, p. 597-663Research output: Contribution to journal › Journal article › Research › peer-review
- Published
Supervised learning and model analysis with compositional data
hrt620, hrt620, Ailer, E., Kilbertus, N. & Pfister, Niklas Andreas, 2023, In: PLOS Computational Biology. 19, 6, e1011240.Research output: Contribution to journal › Journal article › Research › peer-review
- 2022
- Published
A Causal Framework for Distribution Generalization
Christiansen, R., Pfister, Niklas Andreas, Emil Jakobsen, M., Gnecco, N. & Peters, J. M., 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
Identifiability of Sparse Causal Effects using Instrumental Variables
Pfister, Niklas Andreas & Peters, J., 2022, Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence. PMLR, p. 1613-1622 10 p. (Proceedings of Machine Learning Research, Vol. 180).Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
- Published
Interpreting tree ensemble machine learning models with endoR
Ruaud, A., Pfister, Niklas Andreas, Ley, R. E. & Youngblut, N. D., 2022, In: PLOS Computational Biology. 18, 12, 39 p., e1010714.Research 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, J. M. & 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
Multiomic profiling of the liver across diets and age in a diverse mouse population
Williams, E. G., Pfister, Niklas Andreas, Roy, S., Statzer, C., Haverty, J., Ingels, J., Bohl, C., Hasan, M., Čuklina, J., Bühlmann, P., Zamboni, N., Lu, L., Ewald, C. Y., Williams, R. W. & Aebersold, R., 2022, In: Cell Systems. 13, 1, p. 43-57, e1-6Research output: Contribution to journal › Journal article › Research › peer-review
- 2021
- Published
Stabilizing variable selection and regression
Pfister, Niklas Andreas, Williams, E. G., Peters, J., Aebersold, R. & Bühlmann, P., 2021, In: Annals of Applied Statistics. 15, 3, p. 1220-1246Research output: Contribution to journal › Journal article › Research › peer-review
- 2019
- Published
Invariant Causal Prediction for Sequential Data
Pfister, Niklas Andreas, Bühlmann, P. & Peters, J., 2019, In: Journal of the American Statistical Association. 114, 527, p. 1264-1276 13 p.Research output: Contribution to journal › Journal article › Research › peer-review
ID: 232695812
Most downloads
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87
downloads
Learning stable and predictive structures in kinetic systems
Research output: Contribution to journal › Journal article › Research › peer-review
Published -
43
downloads
Robustifying independent component analysis by adjusting for group-wise stationary noise
Research output: Contribution to journal › Journal article › Research › peer-review
Published -
31
downloads
Stabilizing variable selection and regression
Research output: Contribution to journal › Journal article › Research › peer-review
Published