Table 11.
Influence of different weights for domain loss and source classification loss terms on the performance of the MSDA-DM model with Hurricane Harvey and Irma as source disasters and Hurricane Maria as the target
| Weight Domain Loss | Weight Source Classification Loss | Accuracy (%) |
Precision (%) |
Recall (%) |
F1-Score (%) |
|---|---|---|---|---|---|
| 10 | 1 | 70.70 | 70.74 | 70.73 | 70.70 |
| 0.1 | 1 | 77.31 | 77.51 | 77.25 | 77.24 |
| 1 | 10 | 71.15 | 71.27 | 71.19 | 71.13 |
| 0.1 | 10 | 72.69 | 72.69 | 72.69 | 72.69 |
| 10 | 0.1 | 54.63 | 58.53 | 55.05 | 49.71 |
| 1 | 0.1 | 77.91 | 72.91 | 72.91 | 72.91 |
| 1 | 1 | 79.08 | 79.66 | 79.04 | 78.95 |