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cs.LG2025
Opinion: Revisiting synthetic data classifications from a privacy perspective
Vibeke Binz Vallevik, Serena Elizabeth Marshall, Aleksandar Babic +1
Synthetic data is emerging as a cost-effective solution necessary to meet the increasing data demands of AI development, created either from existing knowledge or derived from real…
cs.LG2024★ 59 cited
Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare
Vibeke Binz Vallevik, Aleksandar Babic, Serena Elizabeth Marshall +7
Ensuring safe adoption of AI tools in healthcare hinges on access to sufficient data for training, testing and validation. In response to privacy concerns and regulatory requiremen…