Table 1 The results of decoding in three levels of pain.

From: Decoding of pain during heel lancing in human neonates with EEG signal and machine learning approach

 

SVM

KNN

Bagging

Accuracy

84.4 ± 1.3

74.7 ± 1.4

82.9 ± 1.6

Specificity

86.2

97.3

90.5

Sensitivity

80.9

25.2

67.8

AUC

0.94

0.89

0.94

Kappa

0.75

0.62

0.73