Table 4.

Performance of one-class classification models in exercise detection for the COPD patients dataset using different predictor variables and performance indices

Predictive variables	Accuracy	Sensitivity	Specificity	AUC
Breathing rate	0.594	0.537	0.615	0.592 (0.561-0.619)
Signal amplitude	0.678	0.577	0.715	0.685 (0.655-0.709)
ARIMA coefficients	0.634	0.610	0.642	0.654 (0.627-0.678)
Breathing rate and signal amplitude	0.650	0.629	0.658	0.683 (0.656-0.712)
Breathing rate, signal amplitude and ARIMA coefficients	0.644	0.629	0.649	0.686 (0.661-0.711)
Fourier coefficients (frequencies ≤2 Hz)	0.655	0.639	0.662	0.705 (0.681-0.731)