Table 8 Comparative analysis of proposed B-FCTNN_SRSO method with existing methods.

From: Blockchain based electronic educational document management with role-based access control using machine learning model

Method

Computational Complexity

Security & Robustness

Scalability

Blockchain Integration Efficiency

GANs

High

Moderate

Moderate

Limited

RNNs

High

Moderate

Low

Limited

Hybrid Federated Learning

High

High

High

Moderate

Proposed B-FCTNN_SRSO

Low

High (Blockchain-secured authentication)

High

Highly efficient (Smart contract-based access control)