Research Article

Classification of Mental Stress Using CNN-LSTM Algorithms with Electrocardiogram Signals

Table 2

Classification performance assessment of stress signals in time and frequency domains.

Time domain
StressPrecisionSensitivitySpecificityNegative predictive valueAccuracy

Performance (%)93.1%96.4%93.3%96.6%94.8%
Error (%)6.9%3.6%6.7%3.4%5.2%

Frequency domain
StressPrecisionSensitivitySpecificityNegative predictive valueAccuracy

Performance (%)96.6%100%96.7%100%98.3%
Error (%)3.4%0.0%3.3%0.0%1.7%