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Generation of realistic synthetic data using multimodal neural ordinary differential equations

2021-09-28 health informatics Title + abstract only
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Individual organizations, such as hospitals, pharmaceutical companies and health insurance providers are currently limited in their ability to collect data that is fully representative of a disease population. This can in turn negatively impact the generalization ability of statistical models and scientific insights. However, sharing data across different organizations is highly restricted by legal regulations. While federated data access concepts exist, they are technically and organizationally...

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