Xuebin Ren

Adaptive Differentially Private Data Stream Publishing in Spatio-temporal Monitoring of IoT

2019

Spatio-temporal monitoring of the Internet of Things (IoT) has enabled the development and proliferation of third-party computing services by extensively exploiting the massive amount of sensing data. In particular, continuously generated data stream are monitored …

LDP-IDS: Local Differential Privacy for Infinite Data Streams

2022 · Proceedings of the 2022 International Conference on Management of Data

Local differential privacy (LDP) is promising for private streaming data collection and analysis. However, existing few LDP studies over streams either apply to finite streams only or may suffer from insufficient protection. This paper investigates …