Research Article

Classification of Physiology Indicators for the Automatic Detection of Potentially Hazardous Physiological States

Table 4

Training and evaluation results for the detection of sleep deprivation (SD) using all available features.

Condition SDTrainingTesting
FRRFARHTERFRRFARHTER

SVM0%10.28%5.14%25%39.58%32.29%
FES26.85%25.55%25.7%38.88%37.5%38.19%
NN45.37%12.50%28.94%41.66%39.58%40.62%
GMM1.25%15.55%8.4%27.78%45.83%36.58%