Machine Learning and Data Analytics Lab

Adaptive Biofeedback for Digital Physiotherapy Using Sakoe-Chiba Constrained Pose Matching (2025) Müller J, Weiß A, Eskofier B Book chapter / Article in edited volumes Don’t get me wrong: How to apply deep visual interpretations to time series (2025) Löffler C, Lai WC, Zanca D, Schmidt L, Eskofier B, Mutschler C Journal article 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 Exploring attitudes towards AI-based contactless sensors in health – a qualitative study with five stakeholder groups (Preprint) (2025) Hille EM, Bleher H, Coppers B, Engelhardt S, Eskofier B, Garbe L, Heckel M, et al. Unpublished / Preprint Dead or Alive? Radar-Based Monitoring and Machine Learning to Identify Patient's Vital Status (2025) Yip J, Grießhammer S, Leutheuser H, Richer R, Lu H, Kölpin A, Eskofier B, et al. Unpublished / Preprint Incorporating respiratory signals for machine learning-based multimodal sleep stage classification: a large-scale benchmark study with actigraphy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