Research Foci
- Biomedical Imaging
- Robust Uncertainty Estimation
CV
Academic Education
- Promotionsstudium, Computer Vision & Machine Learning Systems Gruppe (Prof. Benjamin Risse)
- Promotionsstudium, Medical Machine Learning Lab (Prof. Tim Hahn)
- Master of Science (Informatik), Universität Münster
- Bachelor of Science (Informatik), Universität Münster
Honors
- Dissertation prize of the Faculty of Medicine – University of Münster
- Paper of the Month – Medizinische Fakultät der Universität Münster
- Forschungsförderpreis – Maria-Möller-Stiftung
Publications
- . . ‘Proceedings of the OHBM Brainhack 2022.’ Aperture Neuro 2014//4. doi: 10.52294/001c.92760.
- . pyAKI - An Open Source Solution to Automated KDIGO classification https://arxiv.org. doi: 10.48550/arXiv.2401.12930.
- ‘deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks.’ Computers in Biology and Medicine 179. doi: 10.1016/j.compbiomed.2024.108845. .
- ‘GateNet: A novel neural network architecture for automated flow cytometry gating.’ Computers in Biology and Medicine 179. doi: 10.1016/j.compbiomed.2024.108820. .
- . . ‘A Systematic Evaluation of Machine Learning–Based Biomarkers for Major Depressive Disorder.’ JAMA Psychiatry 2024/4/81. doi: 10.1001/jamapsychiatry.2023.5083.
- . . ‘Genetic, individual, and familial risk correlates of brain network controllability in major depressive disorder.’ Molecular Psychiatry 28, № 3: 1057–1063. doi: 10.1038/s41380-022-01936-6.
- . . ‘Towards a network control theory of electroconvulsive therapy response.’ PNAS Nexus 2, № 2. doi: 10.1093/pnasnexus/pgad032.
- . . ‘An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age Modeling.’ Science advances 8, № 1: eabg9471. doi: 10.1126/sciadv.abg9471.
- . . ‘PHOTONAI-A Python API for rapid machine learning model development .’ PloS one 16. doi: 10.1371/journal.pone.0254062.
- . . ‘From “Loose Fitting” to High-Performance, Uncertainty-Aware Brain-Age Modelling.’ Brain 144, № 3: e31. doi: 10.1093/brain/awaa454.
- . . ‘appreci8: a pipeline for precise variant calling integrating 8 tools.’ Bioinformatics 2018/24/34. doi: 10.1093/bioinformatics/bty518.
- ‘ODM Data Analysis-A tool for the automatic validation, monitoring and generation of generic descriptive statistics of patient data.’ PloS one 13. doi: 10.1371/journal.pone.0199242. .
Scientific Talk
- Ernsting, Jan : “An uncertainty-aware, shareable, and transparent neural network architecture for brain-age modeling”. Virtual St. Andrews-Bonn meeting: Early career focus - focused on techniques rather than results, Online, .