Table 4.
Input features for training the machine learning models.
| Feature | Description |
| kb_score | Knowledge-based exercise score as proposed previously [27] |
| head_movement_speed | Number of head rotations per second (mean and standard deviation) in the yaw and pitch planes |
| head_movement_range | Range of head rotations (mean and standard deviation) in the yaw and pitch planes |
| posture | Angle of the torso (sitting and standing) |
| trunk_sway | Mean and standard deviation of trunk sway |
| gait_parameters | Center of pressure on both feet (mean distance covered by the center of pressure and standard deviation per gait cycle); double support time (mean value and standard deviation per gait cycle); single support time (mean value and standard deviation per gait cycle); step duration (mean value and standard deviation per gait cycle); stride duration (mean value and standard deviation per gait cycle); cadence (mean value and standard deviation per gait cycle) |