Table 2.

A comparison of the performance parameters of algorithm used for classification of human stress using single channel headset.

Neural Oscillations	ACC (%)	Kappa	F-Measure	Time (sec)	RMSE	RAE	Classifier
All Oscillations ([23])	71.43	0.21	0.531	0.080	64.61	114.03	Naive Bayes
Low Beta ([24])	71.43	0.2	0.662	0.004	52.00	65.29	SVM
Discrete Cosine Transform ([25])	72.00	−	−	−	−	−	K-nearest Neighbour
delta, theta, alpha and beta and IMFs ([20])	83.33	−	−	−	−	−	Naive Bayes
Low Beta, High Beta, Low Gamma (Proposed)	78.57	0.44	0.662	0.010	48.46	98.75	SVM