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  1. Article

    Open Access

    A study on interoperability between two Personal Health Train infrastructures in leukodystrophy data analysis

    The development of platforms for distributed analytics has been driven by a growing need to comply with various governance-related or legal constraints. Among these platforms, the so-called Personal Health Tra...

    Sascha Welten, Marius de Arruda Botelho Herr, Lars Hempel, David Hieber in Scientific Data (2024)

  2. No Access

    Chapter and Conference Paper

    Optimized Federated Learning on Class-Biased Distributed Data Sources

    Due to privacy protection, the conventional machine learning approaches, which upload all data to a central location, has become less feasible. Federated learning, a privacy-preserving distributed machine lear...

    Yongli Mou, Jiahui Geng, Sascha Welten in Machine Learning and Principles and Practi… (2021)