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Table 3 Comparison of logistic regression, support vector machine, decision tree, and deep neural network

From: Heart rate variability-derived features based on deep neural network for distinguishing different anaesthesia states

 

Precision of anaesthesia induction

Recall of anaesthesia induction

Precision of anaesthesia maintenance

Recall of anaesthesia maintenance

Precision of anaesthesia recovery

Recall of anaesthesia recovery

Classification accuracy

LR

55.1%

81.2%

94.6%

94.1%

46.3%

47.5%

86.2%

SVM

55.7%

80.1%

95.1%

94.6%

47.1%

46.8%

87.5%

DT

56.1%

80.9%

95.6%

94.8%

47.3%

47.1%

87.2%

DNN

58.1%

88.1%

96.0%

94.7%

56.6%

57.8%

90.1%

  1. LR logistic regression. SVM support vector machine. DT decision tree. DNN deep neural network