Table 11.
Global classification performance.
| Percent Correct | F-Measure | |||||||
|---|---|---|---|---|---|---|---|---|
| Activity | Classic | Proposal | Gain | % Max. | Classic | Proposal | Gain | % Max. |
| Gain | Gain | |||||||
| Go to bed | 91.43 | 98.78 | 7.35 | 86% | 0.30 | 0.92 | 0.62 | 89% |
| Prepare dinner | 97.82 | 99.59 | 1.77 | 81% | 0.83 | 0.97 | 0.14 | 82% |
| Use the toilet | 91.44 | 97.86 | 6.42 | 75% | 0.91 | 0.98 | 0.07 | 78% |
| Get drink | 100.00 | 99.59 | −0.41 | - | 1.00 | 0.97 | −0.03 | - |
| Leave the house | 97.96 | 100.00 | 2.04 | 100% | 0.94 | 1.00 | 0.06 | 100% |
| Take a shower | 98.63 | 98.77 | 0.14 | 10% | 0.91 | 0.93 | 0.02 | 22% |
| Prepare breakfast | 97.82 | 98.78 | 0.96 | 44% | 0.83 | 0.92 | 0.09 | 53% |
| 96.44 | 99.07 | 2.63 | 66% | 0.79 | 0.96 | 0.17 | 72% | |