Table 3 Performance comparison with other studies that used the same data for stressed vs relaxed brain signal classification.

From: Mental stress recognition on the fly using neuroplasticity spiking neural networks

Study

Method

Accuracy

Sensitivity

Bastos-Fiho et al.62

K-NN (batch mode)

0.70

Shon et al.63

K-NN (batch mode)

0.72

 

García-Martínez et al.61

SVM (batch mode)

0.81

Weerasinghe et al.29

SNN (batch mode)

0.92 ± 0.02

This study

NSNN (online mode)

0.80 ± 0.05

0.79 ± 0.04