Table 3 Performance of state-of the-art and ad-hoc classifiers
From: Recognition of activities of daily living in healthy subjects using two ad-hoc classifiers
Activities of daily living | State-of the-art classifiers | Ad hoc classifiers | ||||||
|---|---|---|---|---|---|---|---|---|
Naive Bayes | Random Forest | Rule based inference | Circadian activity rhythm | |||||
Sens. | Spec. | Sens. | Spec. | Sens. | Spec. | Sens. | Spec. | |
Sleeping | 91.85 | 40.99 | 98.08 | 84.71 | 93.64 | 85.77 | 95.95 | 95.58 |
Grooming | 27.03 | 96.67 | 55.58 | 99.62 | 94.07 | 96.98 | 97.78 | 98.91 |
Toileting | 23.95 | 96.92 | 52.53 | 99.61 | 94.79 | 91.54 | 96.09 | 98.23 |
Getting ready for bed | 9.53 | 98.52 | 43.03 | 99.86 | 92.38 | 94.48 | 95.24 | 98.39 |
Cooking | 26.88 | 98.83 | 47.28 | 99.92 | 84.29 | 90.92 | 91.43 | 98.23 |
Eating | 1.34 | 99.40 | 47.35 | 99.97 | 87.78 | 94.83 | 90.00 | 98.85 |
Watching TV | 18.41 | 95.31 | 85.36 | 93.81 | 93.17 | 90.63 | 95.96 | 98.28 |
Seated activity | 12.90 | 98.25 | 53.67 | 99.05 | 90.06 | 94.98 | 92.40 | 98.92 |
Mean | 26.49 | 90.61 | 60.36 | 97.07 | 91.27 | 92.52 | 94.36 | 98.17 |