Table 4 The average performances of kNN, QDA, and SVM classification methods in apnea detection.
From: Sleep stage and obstructive apneaic epoch classification using single-lead ECG
Classification Method | Mean | Worst | Best |
|---|---|---|---|
kNN | 718/904 = 79.5% | 615/904 = 68% | 808/904 = 89.4% |
CKI = 0.94 | CKI = 0.91 | CKI = 0.95 | |
QDA | 788/904 = 87.2% | 687/904 = 76% | 854/904 = 94.5% |
CKI = 0.97 | CKI = 0.95 | CKI = 0.98 | |
SVM | 789/904 = 87.3% | 683/904 = 75.6% | 854/904 = 94.5% |
CKI = 0.98 | CKI = 0.95 | CKI = 0.98 |