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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)
What are some use cases for synthetic data in medicine?
Other than utility, what are other concerns? E.g., privacy, etc.
What common evaluation methods do you use? How do your evaluation methods differ from each other?
How do your evaluation methods change based on the use case or type of data?
What metrics are the most important to your evaluation?
What are some best practices for synthetic data generation and utility evaluation?