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Here, we propose the adapted algorithm for the federated survival SVM, describe its implementation as a Feature Cloud app, and explain how we evaluated its performance.
We extended the regression objective of scikit-survival’s Fast Survival SVM without ranking to be applicable in federated environments [24].
JMIR AI 2024;3:e47652
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These containers, referred to here as the federated pipelines, were deployed on each registry’s infrastructure and were mounted with data that had already been standardized and aligned with the data dictionary, facilitating seamless execution. After computing these buckets, they were transferred to the central platform. Multiple versions of these Docker containers were used to distribute scripts across the federated model sharing registries.
JMIR Med Inform 2023;11:e48030
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