Research Article

WCL: Client Selection in Federated Learning with a Combination of Model Weight Divergence and Client Training Loss for Internet Traffic Classification

Table 3

The improvement effect of the model accuracy of the WCL algorithm on the ISCX dataset.

Client numberImprovement on ISCX
High data heterogeneityLow data heterogeneity

3023.1%46.1%
4027.9%16.2%
5016.3%11.7%