2 papers
cs.CR2023
Partition-based differentially private synthetic data generation
Meifan Zhang, Dihang Deng, Lihua Yin
Private synthetic data sharing is preferred as it keeps the distribution and nuances of original data compared to summary statistics. The state-of-the-art methods adopt a select-me…
cs.DB2023
Sensitivity estimation for differentially private query processing
Meifan Zhang, Xin Liu, Lihua Yin
Differential privacy has become a popular privacy-preserving method in data analysis, query processing, and machine learning, which adds noise to the query result to avoid leaking…