Skip to main content

Table 1 Performance comparison for different classifiers.

From: A random forest model based classification scheme for neonatal amplitude-integrated EEG

Method Correct Rate Sensitivity Specificity F 1-score
RF 92.52% 93.78% 87.50% 95.26%
SVM RBF 89.67% 91.56% 82.14% 93.52%
SVM Linear 86.12% 89.19% 74.58% 91.03%
ANN 91.10% 92.00% 87.50% 94.31%
DT 87.90% 85.83% 61.76% 71.84%
LR 85.40% 88.31% 68.29% 77.03%
ML 75.44% 78.67% 62.50% 83.69%
LDA 72.95% 73.33% 71.43% 81.28%