Yingtai Xiao

ResidualPlanner+: a scalable matrix mechanism for marginals and beyond.

Abstract 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. Matrix mechanisms, an important class of priva...