Research Article

Delta-DAGMM: A Free Rider Attack Detection Model in Horizontal Federated Learning

Table 3

Precision of Delta-DAGMM in different strategies of Free-rider attack detection.

DatasetTypePrecision (%)
Plain (i)Plain (ii)Plain (iii)Disguised (i)Disguised (ii)

MLP-FederateSingle time98.295.710083.983.3
Overall10099.810096.696.0

CNN-FederateSingle time98.495.210082.983.2
Overall10099.610095.896.4