Table 2.
F1-weighted scores with STD on PAMAP2 using training methods on GLULA and GLUSA models
| Methods | Models | F1w | STD |
|---|---|---|---|
| Adam | GLULA–HAR | 86.69 | 3.18 |
| GLUSA–HAR | 87.15 | 3.91 | |
| Adam + MM | GLULA–HAR | 86.04 | 3.48 |
| GLUSA–HAR | 88.54 | 2.52 | |
| Adam + MM + Scheduling | GLULA–HAR | 88.08 | 2.89 |
| GLUSA–HAR | 88.12 | 2.38 | |
| AdaBelief + MM + Scheduling | GLULA–HAR | 90.09 | 1.14 |
| GLUSA–HAR | 89.89 | 2.16 |