Table 2.
Statistics of each activity in our activity recognition algorithm.
| Activity | TP | FP | TN | FN | TPR | TNR | PPV | NPV | ACC |
|---|---|---|---|---|---|---|---|---|---|
| Stand | 2,323 | 54 | 11,998 | 14 | 0.994009 | 0.995519 | 0.977282 | 0.998834 | 0.995274 |
| Walk | 5,309 | 47 | 9,006 | 27 | 0.99494 | 0.994808 | 0.991225 | 0.997011 | 0.994857 |
| Stand to sit | 119 | 0 | 14,259 | 11 | 0.915385 | 1 | 1 | 0.999229 | 0.999236 |
| Sit | 300 | 26 | 14,045 | 18 | 0.943396 | 0.998152 | 0.920245 | 0.99872 | 0.996942 |
| Sit to stand | 112 | 1 | 14,268 | 8 | 0.933333 | 0.99993 | 0.99115 | 0.99944 | 0.999375 |
| Turn | 5,414 | 30 | 8,898 | 47 | 0.991394 | 0.99664 | 0.994489 | 0.994746 | 0.994649 |
| Lie down | 1 | 3 | 14,385 | 0 | 1 | 0.999791 | 0.25 | 1 | 0.999792 |
| Bend | 577 | 5 | 13,779 | 28 | 0.953719 | 0.999637 | 0.991409 | 0.997972 | 0.997707 |
| Near-fall | 58 | 5 | 14,311 | 15 | 0.794521 | 0.999651 | 0.920635 | 0.998953 | 0.99861 |
| Fall | 2 | 0 | 14,387 | 0 | 1 | 1 | 1 | 1 | 1 |