In the Department of Machine Learning, we develop models to improve decision making in clinical brain research.

01
Seiler, M., Ritter, K.

Pioneering new paths: the role of generative modelling in neurological disease research

Oct 08, 2024 | Pflugers Arch - Eur J Physiol
02
Rane, R.P., Kim, J., Umesha, A., Stark, D., Schulz, MA., Ritter, K.

DeepRepViz: Identifying Potential Confounders in Deep Learning Model Predictions

Oct 03, 2024 | MICCAI 2024
03
Hilbert, K., Weller, P., Ritter, K., Haynes, J.D., Walter, H., Lueken, U.

Design studies for clinical prediction

Aug 08, 2024 | Science
05
Noteboom, S., Seiler, M., Chien, C., Rane, R. P., Barkhof, F., Strijbis, E.M.M,...& Ritter, K.

Evaluation of machine learning-based classification of clinical impairment and prediction of clinical worsening in multiple sclerosis

Jun 23, 2024 | Journal of Neurology
06
Schulz, M.A., Albrecht, J.P., Yilmaz, A., Koch, A., Kainmüller, D., Leser, U. & Ritter, K.

TLIMB-a transfer learning framework for image analysis of the brain

Mar 25, 2024 | CEUR Workshop Proceedings
07
Mitrovska, A., Safari, P., Ritter, K., Shariati, B., Fischer, J. K.

Secure federated learning for Alzheimer's disease detection

Mar 07, 2024 | Frontiers in Aging Neuroscience
08
Oliveira, M., Wilming, R., Clark, B., Budding, C., Eitel, F., Ritter, K., Haufe, S.

Benchmarking the influence of pre-training on explanation performance in MR image classification

Feb 24, 2024 | Frontiers in Artificial Intelligence
09
Schulz, M.A., Bzdok, D., Haufe, S., Haynes, J.D., Ritter, K.

Performance reserves in brain-imaging-based phenotype prediction

Jan 23, 2024 | Cell Reports
10
Schulz, M.A., Hetzer, S., Eitel, F., Asseyer, S., Meyer-Arndt, L., Schmitz-Hübsch, T., et al

Similar neural pathways link psychological stress and brain-age in health and multiple sclerosis

Sep 15, 2023 | Iscience
11
Vorisek, C., Stellmach, C., Mayer, P., Klopfenstein, S., Bures, D., Diehl, A., Henningsen, M., Ritter, K., Thun, S.

Artificial Intelligence Bias in Health Care: Web-Based Survey

Jun 22, 2023 | Journal of Medical Internet Research
12
Klingenberg, M., Stark, D., Eitel, F. et al

Higher performance for women than men in MRI-based Alzheimer’s disease detection

Apr 20, 2023 | Alzheimer's Research & Therapy
13
Wang, D., Honnorat, N., Fox, P. T., Ritter, K., Eickhoff, S. B., Seshadri, S., ... & Alzheimer’s Disease Neuroimaging Initiative

Deep neural network heatmaps capture Alzheimer’s disease patterns reported in a large meta-analysis of neuroimaging studies

Apr 01, 2023 | NeuroImage
14
Brandt, L., Ritter, K., Schneider-Thoma, J., Siafis, S., Montag, C., Ayrilmaz, H. et al

Predicting psychotic relapse following randomised discontinuation of paliperidone in individuals with schizophrenia or schizoaffective disorder: an individual participant data analysis

Mar 01, 2023 | The Lancet Psychiatry