Using UMAP for Partially Synthetic Healthcare Tabular Data Generation and Validation
Carla Lázaro,
Cecilio Angulo
Abstract:In healthcare, vast amounts of data are increasingly collected through sensors for smart health applications and patient monitoring or diagnosis. However, such medical data often comprise sensitive patient information, posing challenges regarding data privacy, and are resource-intensive to acquire for significant research purposes. In addition, the common case of lack of information due to technical issues, transcript errors, or differences between descriptors considered in different health centers leads to th… Show more
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