Eike Petersen

Researcher, Fraunhofer Institute for Digital Medicine MEVIS
Joined
May 2022

Names

Eike Petersen (Preferred)

Emails

****@dtu.dk (Confirmed)
****@mevis.fraunhofer.de (Confirmed)
****@posteo.de (Confirmed)

Personal Links

Career & Education History

Researcher
Fraunhofer Institute for Digital Medicine MEVIS (mevis.fraunhofer.de)
2024Present
Postdoc
Technical University of Denmark (dtu.dk)
20212024
PhD student
Universität zu Lübeck (uni-luebeck.de)
20152021
MS student
Universität Hamburg (uni-hamburg.de)
20122015
Undergrad student
Technische Universität Hamburg (tuhh.de)
20092012

Advisors, Relations & Conflicts

Coworker
2024Present
Coworker
2024Present
Coworker
2024Present
Coworker
2024Present
Coauthor
20232024
Coauthor
20232024
Coworker
20232024
Coworker
20222024
Coworker
20222024
Postdoc Advisor
20212024
Postdoc Advisor
20212024
Coauthor
20212024
Coauthor
Jan Graßhoff
20162024
Coauthor
20212023
Coauthor
20212023
Coworker
20212022
Coworker
Kasra Arnavaz
20212022
Coauthor
Christian Herzog
20172022
PhD Advisor
Philipp Rostalski
20152022
Coauthor
Martin Leucker
20212021
Coauthor
20212021
Coauthor
Dirk Nowotka
20212021

Expertise

Shortcut Learning
2023Present
Performance monitoring
surveillance
2023Present
Generative models
2022Present
Causality
counterfactuals
2022Present
Model robustness
2022Present
Algorithmic Fairness
2021Present
Deep learning
medical imaging
2021Present
Explainable ML
2021Present
Domain invariance and generalization
Invariant learning
2021Present
Model performance assessment
Auditing
Error mode analysis
Slice Discovery
2021Present
Regulations
2021Present
Medical machine learning
2020Present
Responsible machine learning
2020Present
AI Ethics
2020Present
Bayesian inference
2016Present
Medical signal analysis
2015Present
Time series modeling
Kalman filtering
20152021
Factor graphs
20162020
Probabilistic graphical models
20162020

Publications

View all 32 publications

Co-Authors