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. 2020 May 5;20(9):2638. doi: 10.3390/s20092638

Table 8.

Linear Support Vector Machine (SVM) performance.

Linear SVM
Dataset		Score	Desktop		MCUs
Type	Name		Python	C	F0	F3	F4	F7	H7	L4
Binary	Heart	Acc.	84%	84%	84%	84%	84%	84%	84%	84%
Binary		Inf. Time	<1 ms	<1 ms	<1 ms	<1 ms	<1 ms	<1 ms	<1 ms	<1 ms
	Virus	Acc.	94%	94%	94%	94%	94%	94%	94%	94%
		Inf. Time	<1 ms	<1 ms	1 ms	<1 ms	<1 ms	<1 ms	<1 ms	<1 ms
	Sonar	Acc.	78%	78%	78%	78%	78%	78%	78%	78%
		Inf. Time	<1 ms	<1 ms	3 ms	<1 ms	<1 ms	<1 ms	<1 ms	<1 ms
Multiclass	Peugeot_Target 14	Acc.	91%	91%	91%	91%	91%	91%	91%	91%
Multiclass	Peugeot_Target 14	Inf. Time	<1 ms	<1 ms	2 ms	<1 ms	<1 ms	<1 ms	<1 ms	<1 ms
	Peugeot_Target 15	Acc.	90%	90%	90%	90%	90%	90%	90%	90%
	Peugeot_Target 15	Inf. Time	<1 ms	<1 ms	2 ms	<1 ms	<1 ms	<1 ms	<1 ms	<1 ms
Regress	EnviroCar	R²	0.99	0.99	0.99	0.99	0.99	0.99	0.99	0.99
Regress		Inf. Time	<1 ms	<1 ms	5 ms	3 ms	<1 ms	<1 ms	<1 ms	<1 ms
	AQI	R²	0.73	0.73	0.73	0.73	0.73	0.73	0.73	0.73
		Inf. Time	<1 ms	<1 ms	5 ms	3 ms	<1 ms	<1 ms	<1 ms	<1 ms