Table 2.

Performance analysis of the synchronous FedSVM.

Optimizer	Evaluation Metrics	Dataset
		FD001	FD002	FD003	FD004
GD	Runtime (s)	61.6	150	69	143.5
	Final acc (%)	92.4	77.9	94.2	78.4
SGD	Runtime (s)	18.9	43	20.5	45.5
	Final acc (%)	92.5	78.9	92.2	71.7
FSVRG	Runtime (s)	140	362	161	337
	Final acc (%)	90.3	74	91.7	86.8