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Pfister, Niklas
103  results:
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1

Invariant Policy Learning: A Causal Perspective:

Saengkyongam, Sorawit ; Thams, Nikolaj ; Peters, Jonas.
IEEE Transactions on Pattern Analysis and Machine Intelligence.  , 2023
Link: https://doi.org/10.1109/..
 
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2

Statistical testing under distributional shifts:

Thams, Nikolaj ; Saengkyongam, Sorawit ; Pfister, Niklas.
Journal of the Royal Statistical Society Series B: Statistical Methodology.  85 (2023)  3 - p. 597-663 , 2023
Link: https://doi.org/10.1093/..
 
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3

Supervised learning and model analysis with compositional d..:

Huang, Shimeng ; Ailer, Elisabeth ; Kilbertus, Niki..
PLOS Computational Biology.  19 (2023)  6 - p. e1011240 , 2023
Link: https://doi.org/10.1371/..
 
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4

Causal Models for Dynamical Systems:

, In: Probabilistic and Causal Inference,
Peters, Jonas ; Bauer, Stefan ; Pfister, Niklas - p. 671-690 , 2022
Link: https://doi.org/10.1145/..
 
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5

Interpreting tree ensemble machine learning models with end..:

Ruaud, Albane ; Pfister, Niklas ; Ley, Ruth E...
PLOS Computational Biology.  18 (2022)  12 - p. e1010714 , 2022
Link: https://doi.org/10.1371/..
 
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6

A Causal Framework for Distribution Generalization:

Christiansen, Rune ; Pfister, Niklas ; Jakobsen, Martin Emil..
IEEE Transactions on Pattern Analysis and Machine Intelligence.  44 (2022)  10 - p. 6614-6630 , 2022
Link: https://doi.org/10.1109/..
 
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7

Learning stable and predictive structures in kinetic system:

Pfister, Niklas ; Bauer, Stefan ; Peters, Jonas
Proceedings of the National Academy of Sciences of the United States of America.  116 (2019)  51 - p. 25405-25411 , 2019
Link: https://www.jstor.org/st..
 
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8

Learning stable and predictive structures in kinetic system:

Pfister, Niklas ; Bauer, Stefan ; Peters, Jonas
Proceedings of the National Academy of Sciences.  116 (2019)  51 - p. 25405-25411 , 2019
Link: https://doi.org/10.1073/..
 
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9

Invariant Causal Prediction for Sequential Data:

Pfister, Niklas ; Bühlmann, Peter ; Peters, Jonas
Journal of the American Statistical Association.  114 (2018)  527 - p. 1264-1276 , 2018
Link: https://doi.org/10.1080/..
 
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10

Kernel-based tests for joint independence:

Pfister, Niklas ; Bühlmann, Peter ; Schölkopf, Bernhard.
Journal of the Royal Statistical Society. Series B (Statistical Methodology).  80 (2018)  1 - p. 5-31 , 2018
Link: https://www.jstor.org/st..
 
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11

Kernel-Based Tests for Joint Independence:

Pfister, Niklas ; Bühlmann, Peter ; Schölkopf, Bernhard.
Journal of the Royal Statistical Society Series B: Statistical Methodology.  80 (2017)  1 - p. 5-31 , 2017
Link: https://doi.org/10.1111/..
 
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12

Effect-Invariant Mechanisms for Policy Generalization:

Saengkyongam, Sorawit ; Pfister, Niklas ; Klasnja, Predrag..
http://arxiv.org/abs/2306.10983.  , 2023
Link: http://arxiv.org/abs/230..
 
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13

Identifying Representations for Intervention Extrapolation:

Saengkyongam, Sorawit ; Rosenfeld, Elan ; Ravikumar, Pradeep..
http://arxiv.org/abs/2310.04295.  , 2023
Link: http://arxiv.org/abs/231..
 
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14

Perturbation-based Analysis of Compositional Data:

Lundborg, Anton Rask ; Pfister, Niklas
http://arxiv.org/abs/2311.18501.  , 2023
Link: http://arxiv.org/abs/231..
 
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15

Statistical Testing under Distributional Shifts:

Thams, Nikolaj ; Saengkyongam, Sorawit ; Pfister, Niklas..
info:eu-repo/semantics/altIdentifier/doi/10.1093/jrsssb/qkad018.  , 2023
Link: https://hdl.handle.net/2..
 
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