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

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

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
  1. 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