Table 5.
Mean and standard deviation of area under the receiving operator curve (AUC) values obtained for binary mental workload classification simultaneously considering EEG, skin temperature, GSR, and BVP features.
AUC—Cross-subject | AUC—Leave-one-subject out | |
---|---|---|
No | 0.993 ± 0.006 | 0.561 ± 0.159 |
Med | 0.998 ± 0.001 | 0.540 ± 0.253 |
High | 0.998 ± 0.002 | 0.542 ± 0.217 |
All | 0.995 ± 0.003 | 0.463 ± 0.115 |