Balancing Privacy and Performance: A Differential Privacy Approach in Federated Learning

Federated learning (FL), a decentralized approach to machine learning, facilitates model training across multiple devices, ensuring data privacy. However, achieving a delicate privacy preservation–model convergence balance remains a major problem. Understanding how different hyperparameters affect t...

Full description

Saved in:
Bibliographic Details
Main Authors: Huda Kadhim Tayyeh, Ahmed Sabah Ahmed AL-Jumaili
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Computers
Subjects:
Online Access:https://www.mdpi.com/2073-431X/13/11/277
Tags: Add Tag
No Tags, Be the first to tag this record!