Table 4 Computational overhead and performance comparison with state-of-the-art NSS prediction methods.

From: A novel research on network security situation prediction based on iteratively optimized RBF-NN

 

(TCN)13

(GNN)17

hybrid RBF-NN21

Federated22

Proposed method

Memory Usage

1.2 GB

1.5 GB

1.1 GB

1.3 GB

0.9 GB

MRE

0.0219

0.0225

0.0208

0.0231

0.0195