An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss Functions

1 code implementation • NeurIPS 2023 • Yingtai Xiao, Guanlin He, Danfeng Zhang, Daniel Kifer

Noisy marginals are a common form of confidentiality-protecting data release and are useful for many downstream tasks such as contingency table analysis, construction of Bayesian networks, and even synthetic data generation.

Synthetic Data Generation