Jonas Peters

About Jonas Peters

Jonas Peters, With an exceptional h-index of 36 and a recent h-index of 35 (since 2020), a distinguished researcher at Københavns Universitet, specializes in the field of Causality, Statistics, Machine Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology

Invariant Subspace Decomposition

Causal Change Point Detection and Localization

Package ‘pcalg’

Effect-Invariant Mechanisms for Policy Generalization

Boosted control functions

Identifying representations for intervention extrapolation

Model-based causal feature selection for general response types

Jonas Peters Information

University

Position

Professor of Statistics

Citations(all)

11498

Citations(since 2020)

9374

Cited By

4978

hIndex(all)

36

hIndex(since 2020)

35

i10Index(all)

53

i10Index(since 2020)

51

Email

University Profile Page

Google Scholar

Jonas Peters Skills & Research Interests

Causality

Statistics

Machine Learning

Top articles of Jonas Peters

The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology

arXiv preprint arXiv:2404.11341

2024/4/17

Jonas Peters
Jonas Peters

H-Index: 29

Invariant Subspace Decomposition

arXiv preprint arXiv:2404.09962

2024/4/15

Jonas Peters
Jonas Peters

H-Index: 29

Niklas Pfister
Niklas Pfister

H-Index: 7

Causal Change Point Detection and Localization

arXiv preprint arXiv:2403.12677

2024/3/19

Jonas Peters
Jonas Peters

H-Index: 29

Niklas Pfister
Niklas Pfister

H-Index: 7

Package ‘pcalg’

2024/2/12

Effect-Invariant Mechanisms for Policy Generalization

Journal of Machine Learning Research

2024

Boosted control functions

arXiv preprint arXiv:2310.05805

2023/10/9

Identifying representations for intervention extrapolation

arXiv preprint arXiv:2310.04295

2023/10/6

Model-based causal feature selection for general response types

arXiv preprint arXiv:2309.12833

2023/9/22

Sorawit Saengkyongam
Sorawit Saengkyongam

H-Index: 1

Jonas Peters
Jonas Peters

H-Index: 29

Statistical testing under distributional shifts

Journal of the Royal Statistical Society Series B: Statistical Methodology

2023/7

Unfair Utilities and First Steps Towards Improving Them

arXiv e-prints

2023/6

Sebastian Weichwald
Sebastian Weichwald

H-Index: 6

Jonas Peters
Jonas Peters

H-Index: 29

Invariant policy learning: A causal perspective

IEEE transactions on pattern analysis and machine intelligence

2023/1/3

Invariant ancestry search

2022/6/28

Jonas Peters
Jonas Peters

H-Index: 29

Distributional robustness of K-class estimators and the PULSE

The Econometrics Journal

2022/5

Martin Emil Jakobsen
Martin Emil Jakobsen

H-Index: 4

Jonas Peters
Jonas Peters

H-Index: 29

Toward causal inference for spatio-temporal data: conflict and forest loss in colombia

Journal of the American Statistical Association

2022/4/3

Identifying causal effects using instrumental time series: Nuisance iv and correcting for the past

arXiv preprint arXiv:2203.06056

2022/3/11

Sebastian Weichwald
Sebastian Weichwald

H-Index: 6

Jonas Peters
Jonas Peters

H-Index: 29

Causal models for dynamical systems

2022/2/28

Structure learning for directed trees

Journal of Machine Learning Research

2022

Jonas Peters
Jonas Peters

H-Index: 29

Conditional independence testing in Hilbert spaces with applications to functional data analysis

Journal of the Royal Statistical Society Series B: Statistical Methodology

2022/11

Jonas Peters
Jonas Peters

H-Index: 29

Identifiability of sparse causal effects using instrumental variables

2022/8/17

Niklas Pfister
Niklas Pfister

H-Index: 7

Jonas Peters
Jonas Peters

H-Index: 29

Learning by doing: Controlling a dynamical system using causality, control, and reinforcement learning

2022/7/20

See List of Professors in Jonas Peters University(Københavns Universitet)

Co-Authors

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