Table 5.
Balanced F-measure for each location, detailed by class, when using the Neural Network. A weighted average value was added to the Table to represent the average of the F-measure values for each location.
| Activity | Chest | Lower Back | Left Foot | Left Hip | Left Thigh | Left Wrist |
|---|---|---|---|---|---|---|
| Lying | 1 | 1 | 0.997 | 1 | 0.972 | 0.967 |
| Running | 1 | 1 | 1 | 1 | 1 | 1 |
| Sitting | 0.966 | 0.992 | 0.924 | 1 | 0.972 | 0.966 |
| Stairs down | 0.94 | 0.92 | 0.915 | 0.935 | 0.925 | 0.926 |
| Stairs up | 0.928 | 0.906 | 0.92 | 0.929 | 0.929 | 0.902 |
| Standing | 0.969 | 0.993 | 0.929 | 1 | 1 | 1 |
| Walking | 0.981 | 0.973 | 1 | 0.99 | 1 | 0.961 |
| Weighted | 0.9 | 0.968 | 0.955 | 0.978 | 0.971 | 0.965 |
| Avg. | 69 |