P3S: Pertinent privacy-preserving scheme for remotely sensed environmental data in smart cities

F Algarni, MA Khan, W Alawad… - IEEE Journal of Selected …, 2023 - ieeexplore.ieee.org
Sensing devices, high-performance networking, and privacy preservation algorithms have
important roles to play in remotely sensed environmental data in smart cities. The data …

Highly distributed and privacy-preserving queries on personal data management systems

L Bouganim, J Loudet, I Sandu Popa - The VLDB Journal, 2023 - Springer
Personal data management system (PDMS) solutions are flourishing, boosted by smart
disclosure initiatives and new regulations. PDMSs allow users to easily store and manage …

Federated learning on personal data management systems: Decentralized and reliable secure aggregation protocols

J Mirval, L Bouganim, I Sandu Popa - Proceedings of the 35th …, 2023 - dl.acm.org
The development and adoption of personal data management systems (PDMS) has been
fueled by legal and technical means such as smart disclosure, data portability and data …

Handling Dropouts in Federating Learning with Personal Data Management Systems

J Mirval, L Bouganim, I Sandu Popa - … Systems LVI: Special Issue on Data …, 2024 - Springer
The development and adoption of personal data management systems (PDMS) has been
fueled by legal and technical means such as smart disclosure, data portability and data …

DISSEC-ML˸ towards distributed and secured machine learning in the personal cloud

J Mirval - 2024 - theses.hal.science
Initiatives such as the Blue/Green Button, MesInfos, MiData and new regulations such as the
GDPR at the European level aim to enable individuals to retrieve their personal data from …

Towards a federated learning approach for privacy-aware analysis of semantically enriched mobility data

Z Chelly Dagdia, C Renso, K Zeitouni… - Proceedings of the 1st …, 2020 - dl.acm.org
Today, Artificial Intelligence is still facing a major challenge which is the fact of handling and
strengthening data privacy. This challenge rises from the collected data which are …

Mitigating Leakage from Data Dependent Communications in Decentralized Computing using Differential Privacy

R Ladjel, N Anciaux, A Bellet, G Scerri - arXiv preprint arXiv:2112.12411, 2021 - arxiv.org
Imagine a group of citizens willing to collectively contribute their personal data for the
common good to produce socially useful information, resulting from data analytics or …

Preserving Individual Privacy with Personal Data Management Systems

IS Popa - 2021 - inria.hal.science
Riding the wave of smart disclosure initiatives and new privacy-protection regulations, the
Personal Cloud paradigm is emerging through a myriad of solutions offered to users to let …