Machine Learning and Data Analytics Lab

Step Length and Gait Speed Estimation using A Hearing Aid Integrated Accelerometer: A Comparison of Different Algorithms () Seifer AK, Kuderle A, Dorschky E, Moradi H, Hannemann R, Eskofier B Journal article Correction to: Contactless radar-based heart rate estimation in palliative care – a feasibility study and possible use in symptom management (BMC Palliative Care, (2024), 23, 1, (273), 10.1186/s12904-024-01592-3) (2025) Grießhammer SG, Malessa A, Lu H, Yip J, Leuschner J, Christgau F, Albrecht NC, et al. Journal article, Erratum Outcome measures of instrumented gait analysis in hereditary spastic paraplegia: a systematic review (2025) Koch V, Ibrahim A, Winkler J, Eskofier B, Regensburger M, Gassner H Journal article Walking into aging: real-world mobility patterns and digital benchmarks from the InCHIANTI Study (2025) Albites-Sanabria J, Palumbo P, Bandinelli S, D’Ascanio I, Mellone S, Paraschiv-Ionescu A, Küderle A, et al. Journal article Benchmarking vision-language models for diagnostics in emergency and critical care settings (2025) Kurz CF, Merzhevich T, Eskofier B, Kather JN, Gmeiner B Journal article SoK: Descriptive Statistics Under Local Differential Privacy (2025) Raab R, Berrang P, Gerhart P, Schröder D Journal article Body movements as biomarkers: Machine Learning-based prediction of HPA axis reactivity to stress (2025) Abel L, Richer R, Burkhardt F, Kurz M, Ringgold V, Schindler-Gmelch L, Eskofier B, Rohleder N 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