Machine Learning and Data Analytics Lab

Incorporating respiratory signals for machine learning-based multimodal sleep stage classification: a large-scale benchmark study with actigraphy and heart rate variability (2025) Krauß D, Richer R, Küderle A, Jukic J, German A, Leutheuser H, Regensburger M, et al. Journal article EmpkinS-EKSpression-BioFACEBack: Ergebnisse eines randomisiert-kontrollierten Trials zu gesichtsmuskelfokussiertem Biofeedback bei depressiven Erkrankungen (2025) Schindler-Gmelch L, Rupp L, Rahimi F, Sadeghi M, Keinert EM, Hager M, Capito K, et al. Conference contribution, Conference Contribution EmpkinS-EKSpression: Ergebnisse einer Randomisiert-kontrollierten klinischen Studie eines Emotions-gestützten Trainings zur Kognitiven Umstrukturierung (2025) Rupp L, Schindler-Gmelch L, Sadeghi M, Rahimi F, Keinert EM, Hager M, Capito K, et al. Conference contribution, Conference Contribution Advanced Millimeter Wave Radar-Based Human Pose Estimation Enabled by a Deep Learning Neural Network Trained With Optical Motion Capture Ground Truth Data (2025) Engel L, Müller J, Rendon EJF, Dorschky E, Krauß D, Ullmann I, Eskofier B, Vossiek M Journal article High-Knee-Flexion Posture Recognition Using Multi-Dimensional Dynamic Time Warping on Inertial Sensor Data (2025) Laudanski AF, Küderle A, Kluge F, Eskofier B, Acker SM Journal article The Impact of Selective Attention and Musical Training on the Cortical Speech Tracking in the Delta and Theta Frequency Bands (2025) Schüller A, Mücke A, Riegel J, Reichenbach T Journal article PEPbench -- Open, Reproducible, and Systematic Benchmarking of Automated Pre-Ejection Period Extraction Algorithms (2025) Richer R, Jorkowitz J, Stühler S, Abel L, Kurz M, Oesten M, GrießHammer SG, et al. Unpublished / Preprint Stress can be detected during emotion-evoking smartphone use: a pilot study using machine learning (2025) Rupp L, Kumar A, Sadeghi M, Schindler-Gmelch L, Keinert M, Eskofier B, Berking M Journal article Automated Pipeline for Regional Epicardial Adipose Tissue Distribution Analysis in the Left Atrium (2025) Lluch È, Castañeda E, Weiss ME, Vizitiu A, Jacob A, Jami J, Audigier C, et al. Conference contribution The EmpkinS-EKSpression Reappraisal Training Augmented With Kinesthesia in Depression (2025) Keinert EM, Schindler-Gmelch L, Rupp L, Sadeghi M, Richer R, Capito K, Eskofier B, Berking M Journal article, Original article