Machine Learning and Data Analytics Lab

Advancing digital health applications: priorities for innovation in real-world evidence generation (2022) Stern AD, Brönneke J, Debatin JF, Hagen J, Matthies H, Patel S, Clay I, et al. Journal article, Review article Leveraging the Potential of Digital Technology for Better Individualized Treatment of Parkinson's Disease (2022) Froehlich H, Bontridder N, Petrovska-Delacreta D, Glaab E, Kluge F, El Yacoubi M, Marin Valero M, et al. Journal article, Review article Extended Realities (XRs): How Immersive Technologies Influence Assessment and Training for Extreme Environments (2022) Wirth M, Mehringer W, Gradl S, Eskofier B Book chapter / Article in edited volumes Deep Siamese Metric Learning: A Highly Scalable Approach to Searching Unordered Sets of Trajectories (2022) Löffler C, Reeb L, Dzibela D, Marzilger R, Witt N, Eskofier B, Mutschler C Journal article IALE: Imitating Active Learner Ensembles (2022) Löffler C, Mutschler C Journal article, Original article Short inertial sensor-based gait tests reflect perceived state fatigue in multiple sclerosis (2022) Ibrahim A, Flachenecker F, Gaßner H, Rothammer V, Klucken J, Eskofier B, Kluge F Journal article Fall Risk Prediction in Parkinson’s Disease Using Real-World Inertial Sensor Gait Data (2022) Ullrich M, Roth N, Küderle A, Richer R, Gladow T, Gaßner H, Marxreiter F, et al. Journal article EmpkinS: empatho-kinesthetic sensory systems for biofeedback in depression (2022) Gmelch LM, Capito K, Rupp L, Richer R, Sadeghi M, Eskofier B, Berking M, Böhme S Conference contribution, Conference Contribution Efficacy of a smartphone-based reappraisal training against depressed mood and benefits of enhancing it with facial expression–a feasibility study (2022) Capito K, Gmelch LM, Rupp L, Sadeghi M, Eskofier B, Berking M Conference contribution, Conference Contribution Let It Go – A Randomized Controlled Pilot Study Exploring the Utility of Sadness in an Emotion-Based Approach-Avoidance Modification Training in the Context of Stress (2022) Rupp L, Keinert EM, Böhme S, Gmelch LM, Streit H, Schuller BW, Eskofier B, Berking M Conference contribution, Abstract of a poster