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

01
Federmann, L. M., Mychajliw, C., Sünkel, U., Stark, D., Kopar, S., Berg, D., ... & Ritter, K.

Identification and phenotypic profiling of subgroups with distinct cognitive aging trajectories

Aug 07, 2026 | GeroScience
02
Kopar, S., Rane, R.P., Mychajliw, C., Federmann, L., Eschweiler, G., Berg, D., Gijsen, S., Perez-Toro, P.A. & Ritter, K.,

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy.

May 26, 2026 | Accepted at Interspeech 2026
03
Wiegert, J., Marty-Lombardi, S., Oweda, J., ..., Ritter, K., Peters, A., Pischon, T., Witt, S., Nitsche, J., Naamanka, J., Volkmer, S., Mai, A., Abas, A., Li, X., Meyer-Lindenberg, A., Gradinger, T., Streit, F., Braun, U., & Schwarz, E.

Breaking the norm: population-scale deviations of brain structure in depression and anxiety

May 18, 2026 | Molecular Psychiatry
04
Hammelrath, L., Rane, R. P., Gijsen, S., Jüres, F., Brose, A., Ritter, K., ... & Knaevelsrud, C.

Comparing personalized and population-based models for predicting momentary negative affect in internalizing disorders: A digital phenotyping study

Apr 28, 2026 | Neuroscience Applied
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Zvarova, P., van der Linden, C., Li, N., Butenko, K., Berger, T., Meyer, G.M., Sahin, I.A., Goede, L.L., Bahners, B.H., Hollunder, B. and Dembek, T.A., ..., Ritter K., ... & Horn, A.

Multimodal Image Guidance in Subthalamic Deep Brain Stimulation for Parkinson's Disease.

Apr 17, 2026 | Annals of Neurology.
07
Erk, S., Wellan, S., Henze, G.I., Ritter, K., Lueken, U. and Walter, H.

Präzisionspsychiatrie und-psychotherapie: Was ist das?

Feb 19, 2026 | Nervenheilkunde.
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Ritter, K., Brandt, L., & Walter, H.

KI in der Psychiatrie

Feb 18, 2026 | Nervenheilkunde
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Heinrichs, B., Diegelmann, D., Friedrich, O., Heinrichs, J.H., Kellmeyer, P., Madai, V.I., Mandelartz, S., Nähr-Wagener, S., Namuganza, S., Ritter, K. and Schleidgen, S.

Neuroethik–eine Bestandsaufnahme und ein Blick in die Zukunft.

Feb 09, 2026 | Ethik in der Medizin