A privacy-enhanced framework for collaborative Big Data analysis in healthcare using adaptive federated learning aggregation

A privacy-enhanced framework for collaborative Big Data analysis in healthcare using adaptive federated learning aggregation

Abstract The exponential growth of Big Data in healthcare, particularly in AI-driven medical diagnostics, has raised critical concerns about data privacy in medical image classification. With over 30% of healthcare organizations worldwide experiencing data breaches in the past year, the demand for s...

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Bibliographic Details
Main Authors: Rahul Haripriya, Nilay Khare, Manish Pandey, Sreemoyee Biswas
Format: Article
Language:English
Published: SpringerOpen 2025-05-01
Series:Journal of Big Data
Subjects:
Federated learning
Big Data
Machine learning
Artificial intelligence
Data privacy
Transfer learning
Online Access:https://doi.org/10.1186/s40537-025-01169-8
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