activity
20062022
most citedPrivacy-preserving Distributed Machine Learning via Local Randomization and ADMM Perturbation

59 citations · 196 across the 11 of their papers we have counts for

collaborators

11 papers

cs.AI2022★ 1 cited

Stability of Weighted Majority Voting under Estimated Weights

Shaojie Bai, Dongxia Wang, Tim Muller +2

Weighted Majority Voting (WMV) is a well-known optimal decision rule for collective decision making, given the probability of sources to provide accurate information (trustworthine…

cs.CR2021★ 1 cited

AHEAD: Adaptive Hierarchical Decomposition for Range Query under Local Differential Privacy

Linkang Du, Zhikun Zhang, Shaojie Bai +4

For protecting users' private data, local differential privacy (LDP) has been leveraged to provide the privacy-preserving range query, thus supporting further statistical analysis.…

eess.SY2020

False Data Injection Attacks and the Distributed Countermeasure in DC Microgrids

Mengxiang Liu, Peng Cheng, Chengcheng Zhao +3

In this paper, we consider a hierarchical control based DC microgrid (DCmG) equipped with unknown input observer (UIO) based detectors, where the potential false data injection (FD…

eess.SY2019

Analysis of Moving Target Defense Against False Data Injection Attacks on Power Grid

Zhenyong Zhang, Ruilong Deng, David K. Y. Yau +2

Recent studies have considered thwarting false data injection (FDI) attacks against state estimation in power grids by proactively perturbing branch susceptances. This approach is…

cs.LG2019★ 6 cited

Lightweight and Unobtrusive Data Obfuscation at IoT Edge for Remote Inference

Dixing Xu, Mengyao Zheng, Linshan Jiang +3

Executing deep neural networks for inference on the server-class or cloud backend based on data generated at the edge of Internet of Things is desirable due primarily to the limite…

cs.CR2019★ 39 cited

Challenges of Privacy-Preserving Machine Learning in IoT

Mengyao Zheng, Dixing Xu, Linshan Jiang +3

The Internet of Things (IoT) will be a main data generation infrastructure for achieving better system intelligence. However, the extensive data collection and processing in IoT al…