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Health Data Science Event: Roundtable Discussion on Synthetic Data Utility and Evaluation
February 18, 2022 @ 12:00 pm - 1:00 pm
Roundtable Participants: Sandra Taylor, Fred Myers, Vladimir Filkov, Jacqueline Stocking, Priyadip Ray, Nick Anderson, Thomas Strohmer, Charlie Fornaca (moderator)
Topics:
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What are some use cases for synthetic data in medicine?
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Other than utility, what are other concerns? E.g., privacy, etc.
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What common evaluation methods do you use? How do your evaluation methods differ from each other?
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How do your evaluation methods change based on the use case or type of data?
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What metrics are the most important to your evaluation?
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What are some best practices for synthetic data generation and utility evaluation?