Table 6.
Complete numerical analysis of NAR network for SITR model.
| Scen. | Cases | Hidden Neurons | MSE |
Performance | Grad | Mu | Epochs | ||
|---|---|---|---|---|---|---|---|---|---|
| Training | Testing | Validation | |||||||
| (1) Variation in contact Rate | I | 80 | 1.6416e-10 | 2.0375e-10 | 2.0391e-10 | 2.0391e-10 | 9.8096e-08 | 1e-09 | 238 |
| II | 80 | 1.2960e-10 | 1.3412e-10 | 1.3864e-10 | 1.3864e-10 | 9.8835e-08 | 1e-09 | 170 | |
| III | 100 | 6.9596e-11 | 7.9382e-11 | 7.0731e-11 | 7.0732e-11 | 9.9678e-08 | 1e-09 | 303 | |
| IV | 80 | 1.3170e-10 | 1.4411e-10 | 1.6391e-10 | 1.6392e-10 | 9.9336e-08 | 1e-09 | 237 | |
| (1I) Variation in Recovery Rate | I | 100 | 8.6235e-11 | 8.9825e-11 | 8.1883e-11 | 8.1884e-11 | 9.9664e-08 | 1e-09 | 228 |
| II | 100 | 1.2707e-10 | 1.2909e-10 | 1.1492e-10 | 1.1492e-10 | 9.4877e-08 | 1e-09 | 238 | |
| III | 100 | 4.3659e-11 | 4.8787e-11 | 4.7380e-11 | 4.7381e-11 | 9.8947e-08 | 1e-09 | 287 | |
| IV | 100 | 8.7865e-11 | 1.0819e-10 | 1.2749e-10 | 1.2749e-10 | 9.8417e-08 | 1e-09 | 235 | |
| (1II) Variation inDeath Rate | I | 100 | 1.2465e-10 | 1.3521e-10 | 1.4061e-10 | 1.4062e-10 | 9.9688e-08 | 1e-09 | 225 |
| II | 100 | 1.0195e-10 | 1.8944e-10 | 1.2346e-10 | 1.22347e-10 | 9.8326e-08 | 1e-09 | 230 | |
| III | 100 | 7.8275e-11 | 9.8669e-11 | 8.0558e-11 | 8.0558e-10 | 9.7976e-08 | 1e-09 | 250 | |
| IV | 100 | 5.3931e-11 | 5.1339e-11 | 5.7184e-11 | 5.7184e-11 | 9.9781e-08 | 1e-09 | 313 | |