Table 5 Comparative analysis with existing Approaches.

From: Blockchain-enabled federated learning with edge analytics for secure and efficient electronic health records management

Methods

Accuracy (%)

Communication Overhead

Blockchain Consensus

Attack Resilience

Homomorphic Encryption

91.4

High

PoW

Moderate

Differential Privacy

89.6

Medium

PoA

Low

Direct Acyclic Graph (DAG)

92.8

Medium

PoS

High

Secure Multiparty Computation

90.2

High

PoW

Moderate

Proposed EPP-BCFL

95.2

Low

PoS + BFT

Very High