Articles with public access mandates - Jonas PetersLearn more
Not available anywhere: 2
Foundations and new horizons for causal inference
N Meinshausen, J Peters, TS Richardson, B Schölkopf
Oberwolfach Reports 16 (2), 1499-1571, 2020
Mandates: US National Science Foundation
Supplement to “CAM: Causal additive models, high-dimensional order search and penalized regression.”
P Bühlmann, J Peters, J Ernest
DOI 10, 1214, 2014
Mandates: Swiss National Science Foundation
Available somewhere: 32
Causal inference using invariant prediction: identification and confidence intervals
J Peters, P Bühlmann, N Meinshausen
Journal of the Royal Statistical Society, Series B (with discussion) 78 (5 …, 2016
Mandates: European Commission
Inferring causation from time series in Earth system sciences
J Runge, S Bathiany, E Bollt, G Camps-Valls, D Coumou, E Deyle, ...
Nature communications 10 (1), 2553, 2019
Mandates: US National Science Foundation, Swiss National Science Foundation, US …
Distinguishing cause from effect using observational data: methods and benchmarks
JM Mooij, J Peters, D Janzing, J Zscheischler, B Schölkopf
Journal of Machine Learning Research 17 (32), 1-102, 2016
Mandates: Netherlands Organisation for Scientific Research
The hardness of conditional independence testing and the generalised covariance measure
RD Shah, J Peters
Mandates: Villum Foundation, UK Engineering and Physical Sciences Research Council
CAM: Causal additive models, high-dimensional order search and penalized regression
P Bühlmann, J Peters, J Ernest
Mandates: Swiss National Science Foundation
Anchor regression: Heterogeneous data meet causality
D Rothenhäusler, N Meinshausen, P Bühlmann, J Peters
Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2021
Mandates: US Department of Defense, European Commission
Causal inference on discrete data using additive noise models
J Peters, D Janzing, B Scholkopf
IEEE Transactions on Pattern Analysis and Machine Intelligence 33 (12), 2436 …, 2011
Mandates: German Research Foundation
Foundations of structural causal models with cycles and latent variables
S Bongers, P Forré, J Peters, JM Mooij
The Annals of Statistics 49 (5), 2885-2915, 2021
Mandates: Villum Foundation, Netherlands Organisation for Scientific Research …
The three major axes of terrestrial ecosystem function
M Migliavacca, T Musavi, MD Mahecha, JA Nelson, J Knauer, ...
Nature 598 (7881), 468-472, 2021
Mandates: US National Science Foundation, US Department of Energy, Swiss National …
Methods for causal inference from gene perturbation experiments and validation
N Meinshausen, A Hauser, JM Mooij, J Peters, P Versteeg, P Bühlmann
Proceedings of the National Academy of Sciences 113 (27), 7361-7368, 2016
Mandates: Netherlands Organisation for Scientific Research
Invariant causal prediction for sequential data
N Pfister, P Bühlmann, J Peters
Journal of the American Statistical Association 114 (527), 1264-1276, 2019
Mandates: Swiss National Science Foundation, Villum Foundation
Earth system data cubes unravel global multivariate dynamics
MD Mahecha, F Gans, G Brandt, R Christiansen, SE Cornell, N Fomferra, ...
Earth System Dynamics 11 (1), 201-234, 2020
Mandates: Villum Foundation, European Commission
Quantifying changes in climate variability and extremes: Pitfalls and their overcoming
S Sippel, J Zscheischler, M Heimann, FEL Otto, J Peters, MD Mahecha
Geophysical Research Letters 42 (22), 9990-9998, 2015
Mandates: US Department of Energy
Modeling confounding by half-sibling regression
B Schölkopf, DW Hogg, D Wang, D Foreman-Mackey, D Janzing, ...
Proceedings of the National Academy of Sciences 113 (27), 7391-7398, 2016
Mandates: US National Science Foundation, US National Aeronautics and Space Administration
A causal framework for distribution generalization
R Christiansen, N Pfister, ME Jakobsen, N Gnecco, J Peters
IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (10), 6614 …, 2021
Mandates: Villum Foundation, Carlsberg Foundation DK
Causal discovery in heavy-tailed models
N Gnecco, N Meinshausen, J Peters, S Engelke
The Annals of Statistics 49 (3), 1755-1778, 2021
Mandates: Swiss National Science Foundation, Villum Foundation, Carlsberg Foundation DK
Causality in cognitive neuroscience: concepts, challenges, and distributional robustness
S Weichwald, J Peters
Journal of Cognitive Neuroscience 33 (2), 226-247, 2021
Mandates: Carlsberg Foundation DK
Learning stable and predictive structures in kinetic systems
N Pfister, S Bauer, J Peters
Proceedings of the National Academy of Sciences 116 (51), 25405-25411, 2019
Mandates: Villum Foundation, European Commission
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