A Multifaceted Survey on Federated Learning: Fundamentals, Paradigm Shifts, Practical Issues, Recent Developments, Partnerships, Trade-Offs, Trustworthiness, and Ways Forward DOI Creative Commons
Abdul Majeed, Seong Oun Hwang

IEEE Access, Journal Year: 2024, Volume and Issue: 12, P. 84643 - 84679

Published: Jan. 1, 2024

Language: Английский

Robust Security for Healthcare Data Using Blockchain DOI Open Access

S. V. Padmavathi Devi,

Mr Alangaram S,

Mrs Sangeetha D

et al.

IJARCCE, Journal Year: 2024, Volume and Issue: 13(4)

Published: April 30, 2024

The healthcare sector has witnessed a rapid digitization of patient records, leading to an exponential increase in the volume and sensitivity data.However, ensuring security privacy this data emerged as critical challenge due evolving landscape cyber threats.To address challenge, novel approach that combines scalability cloud computing with immutability transparency blockchain technology achieve robust for data.The proposed hybrid storage framework leverages advantages both establish secure efficient management system.In framework, sensitive is encrypted stored on distributed servers ensure high availability reliability.Additionally, blockchain-based ledger employed record access logs maintain tamper-proof audit trail transactions.The integration enables transparent accountable sharing among authorized parties while preserving confidentiality.The results indicate model offers superior resilience against various threats, including unauthorized access, breaches, tampering, thus confidentiality, integrity, data.

Language: Английский

Citations

0

A Multifaceted Survey on Federated Learning: Fundamentals, Paradigm Shifts, Practical Issues, Recent Developments, Partnerships, Trade-Offs, Trustworthiness, and Ways Forward DOI Creative Commons
Abdul Majeed, Seong Oun Hwang

IEEE Access, Journal Year: 2024, Volume and Issue: 12, P. 84643 - 84679

Published: Jan. 1, 2024

Language: Английский

Citations

0