Table 3.
Full list of features used for model training
| Category | Features |
|---|---|
| Signal-based features | Mean |
| Standard deviation (STD) | |
| Root mean squared (RMS) | |
| Autocorrelation coefficient (ACC) | |
| Coefficient of variance (COV) | |
| Mean crossing rate (MCR) | |
| Signal magnitude area (SMA) | |
| Peak-to-peak amplitude (P2P) | |
| Peak frequency (PFREQ) | |
| Energy | |
| Mean amplitude deviation (MAD) | |
| XY cross-correlation (XY_CORR) | |
| YZ cross-correlation (YZ_CORR) | |
| XZ cross-correlation (XZ_CORR) | |
| Traditional measures of gait | Cadence [steps/minute] |
| Stride time [seconds](mean and standard deviation) | |
| Step time [seconds] (mean and standard deviation) |