From: Medically-oriented design for explainable AI for stress prediction from physiological measurements
Signal | Features | Description |
---|---|---|
ECG | \(\mu _{HR}, \sigma _{HR}\) | Mean, standard deviation, |
\(Max_{HR},Min_{HR}\) | Maximum and minimum heart rate (bpm) | |
\(HF_{HRV}\) | Variance in HRV in the high frequency range (.15–.40 Hz) | |
\(LF_{HRV}\) | Variance in HRV in the low frequency range (.04–.15 Hz) | |
\(\vert \mu \vert _{NN}, \sigma _{NN},Mad_{NN}\) | Mean of the absolute values, standard deviation, median absolute deviation | |
\(Med_{NN},MCV_{NN}\) | Median, and median-based coefficient of variation of the successive differences between the RR intervals | |
\(RMSSD_{NN}\) | Root mean square(RMS) of the RR interval | |
\(PNN_{20}\), \(PNN_{50}\) | Number of interval differences of successive RR intervals greater than 20 ms or greater than 50 ms | |
EMG | \(\mu _{EMG}, \sigma _{EMG}\) | Mean, standard deviation, maximum, and minimum |
\(Max_{EMG}, Min_{EMG}\) | Values of EMG activity in the lower trapezius | |
\(Peaks_{EMG},RMS_{EMG}\) | Number of peaks in signal, normalized RMS value | |
\(RMS50P_{EMG},RMS90P_{EMG}\) | 50th, 90th percentile of rank-ordered RMS values | |
EDA | \(\mu _{WristEDA},\sigma _{WristEDA}\) | Mean, standard deviation, maximum, and minimum |
\(Max_{WristEDA}, Min_{WristEDA}\) | Values of EDA connected to the user’s wrist | |
\(\mu _{ChestEDA},\sigma _{ChestEDA}\) | Mean, standard deviation, maximum, and minimum | |
\(Max_{ChestEDA}, Min_{ChestEDA}\) | Values of EDA connected to the user’s chest | |
\(\mu _{ChestSCL},\sigma _{ChestSCL}\) | Means and standard deviations of the skin | |
\(\mu _{ChestSCR},\sigma _{ChestSCR}\) | Onductance level and skin conductance response | |
Respiration | \(\mu _{RespRate},\sigma _{RespRate}\) | Mean, standard deviation, maximum |
\(Max_{RespRate}, Min_{RespRate}\) | and minimum of the respiration rate | |
Temperature | \(\mu _{WristTemp},\sigma _{WristTemp}\) | Mean, standard deviation, |
\(Max_{WristTemp}, Min_{WristTemp}\) | Maximum and minimum values of the temperature measured from the user’s wrist |