PANDA: Lightweight non-interactive privacy-preserving data aggregation for constrained devices

Federated Machine Learning

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Artificial Intelligence, Engineering, Machine Learning +14

Efficient and provably secure aggregation of encrypted data in wireless sensor networks

Claude Castelluccia, Aldar C.-F. Chan, Einar Mykletun et al. · ACM Transactions on Sensor Networks · 2009 · 327 citations

Engineering, Information Security, Cryptographic Technology +19

Preserving Data Privacy via Federated Learning: Challenges and Solutions

Zengpeng Li, Vishal Sharma, Saraju P. Mohanty · IEEE Consumer Electronics Magazine · 2020 · 222 citations

Privacy Protection, Engineering, Machine Learning +17

Smart and Practical Privacy-Preserving Data Aggregation for Fog-Based Smart Grids

Shuai Zhao, Fenghua Li, Hongwei Li et al. · IEEE Transactions on Information Forensics and Security · 2020 · 183 citations

FESDA: Fog-Enabled Secure Data Aggregation in Smart Grid IoT Network

Ahsan Saleem, Abid Khan, Saif Ur Rehman Malik et al. · IEEE Internet of Things Journal · 2019 · 136 citations · Full text

Engineering, Fog Computing Security, Information Security +20