EEG Based Aptitude Detection System for Stress Regulation in Health Care Workers

Table 4

Accuracy for various models.

Model	Maximum	Minimum	Average
Convolutional neural network (training)	81.9	75.2	77.9
Convolutional neural network (validation)	99.2	0	54.2
Decision tree	95.0	86.0	90.5
K-nearest neighbors	95.4	82.6	88.8
Long-short-term memory (training)	94.4	90.4	94.4
Long-short-term memory (validation)	100	0	75.0
Naïve Bayes	76.4	69.2	72.8
Support vector machine	97.6	86.2	92.0