Personal information

Emails & domains

Verified email addresses

Verified email domains

Websites & social links

https://paulbuerkner.com/

Keywords

Uncertainty Quantification, Bayesian Inference, Amortized Inference, Prior Specification, Model Comparison

Countries

Germany

Biography

I am a statistician with a focus on probabilistic (Bayesian) methods currently working as a Full Professor for Computational Statistics at the Department of Statistics, TU Dortmund University. Having originally studied psychology and mathematics, my core research is nowadays located somewhere between statistics and machine learning, with applications in almost all quantitative sciences.

Activities

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Funding (7)

Information infrastructure project (INF) (INF)

2024-01-01 to present | Grant
Deutsche Forschungsgemeinschaft (Bonn, DE)
URL: https://app.dimensions.ai/details/grant/grant.14098764
GRANT_NUMBER: 545060972
Source: Self-asserted source
Paul-Christian Bürkner via DimensionsWizard

Real-time spatio-temporal data analysis for monitoring logistics networks (B04)

2024-01-01 to present | Grant
Deutsche Forschungsgemeinschaft (Bonn, DE)
URL: https://app.dimensions.ai/details/grant/grant.14098390
GRANT_NUMBER: 545052857
Source: Self-asserted source
Paul-Christian Bürkner via DimensionsWizard

BayesFlow: Simulation Intelligence with Deep Learning

2023-01-01 to present | Grant
Deutsche Forschungsgemeinschaft (Bonn, DE)
URL: https://app.dimensions.ai/details/grant/grant.13732810
GRANT_NUMBER: 528702768
Source: Self-asserted source
Paul-Christian Bürkner via DimensionsWizard

Amortized Bayesian Inference for Multilevel Models

2022-01-01 to present | Grant
Deutsche Forschungsgemeinschaft (Bonn, DE)
URL: https://app.dimensions.ai/details/grant/grant.12978579
GRANT_NUMBER: 508399956
Source: Self-asserted source
Paul-Christian Bürkner via DimensionsWizard

Bayesian Distributional Latent Variable Models

2022-01-01 to present | Grant
Deutsche Forschungsgemeinschaft (Bonn, DE)
URL: https://app.dimensions.ai/details/grant/grant.12855945
GRANT_NUMBER: 497785967
Source: Self-asserted source
Paul-Christian Bürkner via DimensionsWizard

Intuitive Joint Priors for Bayesian Multilevel Models

2022-01-01 to present | Grant
Deutsche Forschungsgemeinschaft (Bonn, DE)
URL: https://app.dimensions.ai/details/grant/grant.12856194
GRANT_NUMBER: 500663361
Source: Self-asserted source
Paul-Christian Bürkner via DimensionsWizard

Meta-Uncertainty in Bayesian Model Comparison

2021-12 to 2024-11 | Grant
Cyber Valley Research Fund (Stuttgart, DE)
URL: https://cyber-valley.de/en/research-fund
GRANT_NUMBER:

CyVy-RF-2021-16
Source: Self-asserted source
Paul-Christian Bürkner

Peer review (61 reviews for 34 publications/grants)

Review activity for Annals of oncology. (2)
Review activity for Applied statistics. (2)
Review activity for Bayesian analysis (2)
Review activity for Behavior research methods / (2)
Review activity for BioMed research international. (1)
Review activity for Biometrical journal. (4)
Review activity for BMC medical research methodology (2)
Review activity for BMJ (1)
Review activity for Body image. (1)
Review activity for Educational and psychological measurement (3)
Review activity for EnvironMetrics. (2)
Review activity for European journal of personality (1)
Review activity for ISRN Meteorology. (1)
Review activity for Journal of phonetics. (1)
Review activity for Journal of probability and statistics. (2)
Review activity for Journal of statistical software. (1)
Review activity for Language learning. (1)
Review activity for Meta-psychology. (1)
Review activity for Methodology. (1)
Review activity for Nature (1)
Review activity for Nature ecology & evolution. (1)
Review activity for Nature human behaviour. (2)
Review activity for Nature metabolism. (2)
Review activity for PeerJ. (1)
Review activity for Philosophical transactions. (1)
Review activity for Psychiatry research. (1)
Review activity for Psychological methods. (1)
Review activity for Psychometrika. (2)
Review activity for Psychometrika. (9)
Review activity for Psychonomic bulletin & review. (3)
Review activity for Research synthesis methods. (1)
Review activity for Statistics in medicine. (2)
Review activity for The British journal of mathematical & statistical psychology. (2)
Review activity for The R journal. (1)
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