Association of hypertension with physical factors of wrist pulse waves using a computational approach: a pilot study

Table 4 Analysis of the predictive powers of combined physical factors for hypertension diagnosis

Wrist	Method	Status	AUC	Sensitivity	1-specificity	Precision	F-measure
Left	Wrapper: NB	Normotension	0.735	0.977	0.846	0.883	0.928
		Hypertension		0.154	0.023	0.5	0.235
	Wrapper: LR	Normotension	0.745	0.988	0.942	0.873	0.927
		Hypertension		0.058	0.012	0.429	0.102
	LASSO: LR	Normotension	0.722	0.985	0.885	0.880	0.929
		Hypertension		0.115	0.015	0.545	0.190
Right	Wrapper: NB	Normotension	0.779	0.968	0.788	0.889	0.927
		Hypertension		0.212	0.032	0.5	0.297
	Wrapper: LR	Normotension	0.778	0.979	0.846	0.884	0.929
		Hypertension		0.154	0.021	0.533	0.239
	LASSO: LR	Normotension	0.757	0.977	0.827	0.886	0.929
		Hypertension		0.173	0.023	0.529	0.261

AUC: area under the receiver operating characteristic curve; Wrapper: NB, wrapper-based feature selection method with naïve Bayes; Wrapper: LR, wrapper-based feature selection method with logistic regression; LASSO: LR, the least absolute shrinkage and selection operator with logistic regression

ISSN: 2662-7671