Mobile Edge Computing Enabled Efficient Communication Based on Federated Learning in Internet of Medical Things

Table 3

Classification accuracy of every subject in arm swing and postural normal tremor.

Subject	KNN	SVM	RF	DL	FT-IoMT Health	Upper bound
Arm swing
	37.2	41.5	45.1	50.2	74.7	87.9
	45.3	47.6	49.2	58.5	91.2	99.4
	56.2	55.7	53.4	63.6	86.4	87.5
	63.8	62.0	56.7	69.4	94.6	100
	84.9	73.6	66.6	71.3	85.7	88.4
AVG	57.5	56.0	54.2	62.6	86.5	92.6
Postural tremor
	51.3	46.5	58.3	46.2	84.3	86.2
	52.5	58.7	56.9	60.4	75.8	85.9
	64.8	54.1	56.1	58.7	68.6	75.6
	58.6	59.2	52.7	62.8	71.4	86.8
	65.2	53.6	52.0	59.2	69.1	76.4
AVG	58.4	54.5	55.2	57.4	73.8	82.4