Table 6.

Classification of CVD on 60-second forecasted vital signs using linear regression.

Classifier		Linear regression		Performance metrics
	Vital sign	MSE	MAPE	Precision	Recall	F-measure
Naïve Bayes	spo2	3.42738	3.29088	0.52	0.62	0.55
	HR	42.21474	6.15772
	NBP (Sys)	514.2794	16.94344
	NBP (Dia)	87.87894	9.8375
	NBP (mean)	133.2341	11.76452
Support Vector Machine	spo2	3.42738	3.29088	0.47	0.52	0.49
	HR	42.21474	6.15772
	NBP (Sys)	514.2794	16.94344
	NBP (Dia)	87.87894	9.8375
	NBP (mean)	133.2341	11.76452
Decision Tree (J48)	spo2	3.42738	3.29088	0.32	0.42	0.35
	HR	42.21474	6.15772
	NBP (Sys)	514.2794	16.94344
	NBP (Dia)	87.87894	9.8375
	NBP (mean)	133.2341	11.76452