Detection of Sleep Apnea from Single-Lead ECG Signal Using a Time Window Artificial Neural Network

Table 1

Performance of TW-MLP and traditional non-time window machine learning methods on per-segment SA detection.

Method	Accuracy (%)	Sensitivity (%)	Specificity (%)	AUC
LR	81.5	72.0	87.4	0.880
LDA	81.8	70.9	88.4	0.880
SVM	80.6	72.1	85.8	0.866
MLP	81.4	74.3	85.7	0.885
TW-MLP	87.3	85.1	88.7	0.945