Table 3.
The recognition accuracy in % with respect to different signals combinations.
Physiological Sensor | KNN | NB | ANN | SVM | CNN | |
---|---|---|---|---|---|---|
Single sensor | ECG | 61.2 | 53.58 | 53.92 | 62.91 | 56.41 |
EDA | 63.73 | 53.1 | 60.32 | 68.4 | 75.34 | |
ST | 33.12 | 35.7 | 42.64 | 41.8 | 42.6 | |
Multi sensors | EDA + ECG | 71.12 | 55.4 | 60.78 | 72.64 | 83.43 |
ST + ECG | 68.45 | 54.53 | 55.86 | 70 | 68.63 | |
ST + EDA | 69.13 | 55.34 | 58.43 | 69.64 | 78.5 | |
ST + EDA + ECG | 76.88 | 56.88 | 62.5 | 77.5 | 89.38 |