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ICCK Publications

Total Publications: 1
Open Access | Review Article | 25 June 2025
A Comprehensive Review of Differential Privacy with Federated Meta-Learning for Privacy-Preserving Medical IoT
ICCK Transactions on Wireless Networks | Volume 1, Issue 1: 16-31, 2025 | DOI: 10.62762/TWN.2025.327420
Abstract
The widespread uptake of the Internet of Medical Things (IoMT) has transformed healthcare by facilitating real-time monitoring and data-driven decision-making, but maintaining data privacy and security is a vital challenge because data breaches and unauthorized access are on the rise. Differential Privacy (DP) and Federated Meta-Learning (FML) are being seen as promising candidates to tackle these issues with the model performance maintained, wherein DP adds noise to sensitive data in a controlled manner for rigorous privacy assurance, and FML allows for personalized learning across distributed IoMT devices without the need for patient data centralization. This survey delves into the combina... More >

Graphical Abstract
A Comprehensive Review of Differential Privacy with Federated Meta-Learning for Privacy-Preserving Medical IoT