Effective truth discovery under local differential privacy by leveraging noise-aware probabilistic estimation and fusion

P Zhang, X Cheng, S Su, N Wang - Knowledge-Based Systems, 2023 - Elsevier
Truth discovery is an effective way to eliminate data inconsistency by integrating different
worker-provided values. Although directly conducting non-private truth discovery …

[PDF][PDF] FELIP: A local Differentially Private approach to frequency estimation on multidimensional datasets.

JS da Costa Filho, JC Machado - EDBT, 2023 - openproceedings.org
Local Differential Privacy (LDP) allows answering queries on users data while maintaining
their privacy. Queries are often issued on multidimensional datasets with categorical and …

Localized Differential Privacy-based Data Privacy Protection Scheme for Home Smart Meters

Y Zhang, H Wang, Y He, X Wang, M Fu - Proceedings of the 2023 9th …, 2023 - dl.acm.org
The data collected by the smart meter involves the user's privacy, and there is a significant
security risk in sending it to the cloud for statistical analysis. Therefore, this article proposes …