Enhancing privacy-preserving brain tumor classification with adaptive reputation-aware federated learning and homomorphic encryption

Brain tumor diagnosis using magnetic resonance imaging (MRI) scans is critical for improving patient survival rates. However, automating the analysis of these scans faces significant challenges, including data privacy concerns and the scarcity of large, diverse datasets. A potential solution is fede...

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Bibliographic Details

Published in:	PeerJ Computer Science
Main Authors:	Swetha Ghanta, Prasanthi Boyapati, Sujit Biswas, Ashok K. Pradhan, Saraju P. Mohanty
Format:	Article
Language:	English
Published:	PeerJ Inc. 2025-09-01
Subjects:	Federated learning Brain tumor classification Reputation CKKS Homomorphic encryption Cross-silo
Online Access:	https://peerj.com/articles/cs-3165.pdf