Academia.eduAcademia.edu

Synthetic Data -- what, why and how?

2022, arXiv (Cornell University)

Abstract
sparkles

AI

Synthetic data technologies are gaining traction due to their applications in privacy, fairness, and data augmentation. Despite their promise, they come with inherent risks, particularly regarding privacy guarantees and the representation of outliers. Effective deployment requires careful consideration of these factors to ensure that synthetic data serves as a valuable tool in research without compromising individual privacy.