Machine Learning and Data Analytics Lab

Multimodal stress assessment: Connecting task-related changes in self-reported stress, salivary biomarkers, heart rate, and facial expressions in the context of the stress response to the Trier Social Stress Test (2025) Ringgold V, Burkhardt F, Abel L, Kurz M, Müller V, Richer R, Eskofier B, et al. Journal article A Concept of Emotion-Driven Human-Robot-Inter-Action for Nursing Care Scenarios (2025) Wittenberg T, Ernst A, Hauenstein T, Merz N, Sassen S, André E, Lu S, et al. Conference contribution The Effect of Hearing Aid Amplification on Gait Parameters: A Pilot Study Using Ear-Worn Motion Sensors (2025) Seifer AK, Küderle A, Strobel K, Hannemann R, Eskofier B Journal article 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 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 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 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 Unpublished / Preprint