2 citations · 2 across the 2 of their papers we have counts for
2 papers
stat.ML2023
Enhancing Trade-offs in Privacy, Utility, and Computational Efficiency through MUltistage Sampling Technique (MUST)
Xingyuan Zhao, Ruyu Zhou, Fang Liu
Applying a randomized algorithm to a subset rather than the entire dataset amplifies privacy guarantees. We propose a class of subsampling methods ``MUltistage Sampling Technique (…
cs.CR2021★ 2 cited
Disclosure Risk from Homogeneity Attack in Differentially Private Frequency Distribution
Fang Liu, Xingyuan Zhao
Differential privacy (DP) provides a robust model to achieve privacy guarantees for released information. We examine the protection potency of sanitized multi-dimensional frequency…