Table 7.
Activity recognition performance in House A for Resident 2.
| HMM | MLP | TDNN | kNN | DT | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Acc | F-Measure | Acc | F-Measure | Acc | F-Measure | Acc | F-Measure | Acc | F-Measure | |
| OTH | 47.6 | 39.1 | 49.9 | 29.6 | 54.4 | 42.0 | 49.3 | 34.0 | 47.9 | 33.1 |
| OUT | 89.0 | 90.2 | 81.1 | 88.5 | 87.1 | 91.6 | 76.5 | 83.8 | 81.6 | 88.4 |
| KIT | 32.1 | 41.4 | 0.0 | 0.0 | 50.8 | 31.8 | 14.6 | 1.9 | 20.2 | 6.9 |
| EAT | 36.8 | 43.4 | 44.4 | 40.6 | 51.0 | 48.0 | 53.5 | 17.2 | 42.6 | 44.4 |
| SLP | 82.7 | 77.8 | 86.7 | 81.6 | 87.4 | 85.1 | 88.5 | 81.0 | 86.9 | 80.6 |
| WTV | 53.8 | 58.2 | 54.6 | 57.4 | 56.2 | 58.7 | 41.8 | 46.8 | 54.4 | 55.4 |
| BAT | 55.6 | 62.6 | 78.2 | 65.8 | 70.2 | 67.7 | 87.4 | 54.9 | 75.0 | 65.4 |
|
| ||||||||||
| Average | 56.8 | 58.9 | 56.4 | 51.9 | 65.3 | 60.7 | 58.8 | 45.7 | 58.4 | 53.4 |