Machine Learning and Data Analytics Lab

Automated Video-Based Analysis Framework for Behavior Monitoring of Individual Animals in Zoos Using Deep Learning—A Study on Polar Bears (2022) Zürl M, Stoll P, Brehm I, Raab R, Zanca D, Kabri S, Happold J, et al. Journal article A Lightweight Robust Approach for Automatic Heart Murmurs and Clinical Outcomes Classification from Phonocardiogram Recordings (2022) Lu H, Yip J, Steigleder T, Grießhammer S, Heckel M, Jami J, Eskofier B, et al. Conference contribution Heart Rate Measurement Accuracy of Fitbit Charge 4 and Samsung Galaxy Watch Active2: Device Evaluation Study (2022) Nissen M, Slim S, Jäger K, Flaucher M, Hübner H, Danzberger N, Fasching P, et al. Journal article 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 A New Labeling Approach for Proportional Electromyographic Control (2022) Hagengruber A, Leipscher U, Eskofier B, Vogel J Journal article 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