Improving Correlation Capture in Generating Imbalanced Data using Differentially Private Conditional GANs

no code implementations • 28 Jun 2022 • Chang Sun, Johan van Soest, Michel Dumontier

Finally, we present the balance between data utility and privacy in synthetic data generation considering the different data structure and characteristics of real-world datasets such as imbalance variables, abnormal distributions, and sparsity of data.

Privacy Preserving Synthetic Data Generation