Table 8.
Comparison of the precision of different hyperparameters on the SHL dataset.
| Hyperparameters | Still | Walk | Run | Bike | Car | Bus | Train | Subway |
|---|---|---|---|---|---|---|---|---|
| TCN(32,3)d(64)CNN(64,3) | 89.47% | 93.82% | 100.00% | 96.12% | 95.47% | 91.23% | 81.02% | 74.09% |
| TCN(64,3)d(64)CNN(64,3) | 91.03% | 95.82% | 100.00% | 96.93% | 91.27% | 88.66% | 69.63% | 72.31% |
| TCN(32,2)d(64)CNN(64,3) | 86.84% | 95.56% | 99.58% | 96.55% | 90.97% | 91.67% | 76.07% | 76.80% |
| TCN(32,3)d(16)CNN(64,3) | 90.04% | 93.82% | 100.00% | 97.36% | 90.28% | 91.03% | 76.87% | 73.87% |
| TCN(32,3)d(64)CNN(32,3) | 86.38% | 92.45% | 99.58% | 95.07% | 92.40% | 85.65% | 76.26% | 62.85% |
| TCN(32,3)d(64)CNN(64,2) | 85.24% | 95.51% | 100.00% | 94.09% | 92.91% | 92.17% | 72.38% | 75.40% |