Table 2.
Characteristics of the selected activity-based datasets.
| Dataset | Category | Activity | Description | Raw Sensor Data | Percentage |
|---|---|---|---|---|---|
| UT-Smoke | Simple | Sitting | Sitting | 649,000 | 14.28% |
| Standing | Standing | 649,000 | 14.29% | ||
| Complex | Smoking | Smoking | 1,298,000 | 28.57% | |
| Eating | Eating | 649,000 | 14.29% | ||
| Drinking | Drinking | 1,298,000 | 28.57% | ||
| WISDM-HARB | Simple | Walking | Walking | 192,531 | 5.60% |
| Jogging | Jogging | 187,833 | 5.46% | ||
| Stairs | Walking upstairs and downstairs | 180,416 | 5.24% | ||
| Sitting | Sitting | 195,050 | 5.67% | ||
| Standing | Standing | 194,103 | 5.64% | ||
| Kicking | Kicking a soccer ball | 191,535 | 5.57% | ||
| Complex | Dribbling | Dribbling a basketball | 194,845 | 5.66% | |
| Catch | Playing catch a tennis ball | 187,684 | 5.46% | ||
| Typing | Typing | 187,175 | 5.44% | ||
| Writing | Writing | 197,403 | 5.74% | ||
| Clapping | Clapping | 190,776 | 5.55% | ||
| Teeth | Brushing teeth | 190,759 | 5.54% | ||
| Folding | Folding clothes | 193,373 | 5.62% | ||
| Pasta | Eating pasta | 189,609 | 5.51% | ||
| Soup | Eating soup | 187,057 | 5.44% | ||
| Sandwich | Eating a sandwich | 190,191 | 5.53% | ||
| Chips | Eating chips | 192,085 | 5.58% | ||
| Drinking | Drinking from a cup | 197,917 | 5.75% |