No. of neurons | Learning rate | Training errors | Testing errors | ||||||||||
MAE | RMSE | MAPE | MAE | RMSE | MAPE | ||||||||
1 | 0.01 | 29.3257 | 43.0997 | 0.0052 | 28.8843 | 39.0202 | 0.0051 | ||||||
| 0.02 | 28.7992 | 41.6904 | 0.0051 | 31.4641 | 44.678 | 0.0056 | ||||||
| 0.03 | 28.2842 | 40.4712 | 0.005 | 32.9049 | 48.49 | 0.0059 | ||||||
| 0.04 | 28.8775 | 41.2527 | 0.0051 | 31.0507 | 45.8787 | 0.0055 | ||||||
| 0.05 | 29.8787 | 42.919 | 0.0053 | 26.6029 | 39.199 | 0.0047 | ||||||
2 | 0.01 | 29.025 | 41.9828 | 0.0052 | 28.6986 | 40.4702 | 0.0051 | ||||||
| 0.02 | 28.3026 | 40.1338 | 0.005 | 32.0621 | 46.5422 | 0.0059 | ||||||
| 0.03 | 29.0546 | 42.4533 | 0.0052 | 28.751 | 39.943 | 0.0051 | ||||||
| 0.04 | 28.7783 | 41.7268 | 0.0051 | 30.0445 | 40.3356 | 0.0054 | ||||||
| 0.05 | 29.6597 | 42.8283 | 0.0053 | 27.759 | 38.6707 | 0.0049 | ||||||
3 | 0.01 | 29.5372 | 41.8443 | 0.0053 | 25.647 | 38.7203 | 0.0046 | ||||||
| 0.02 | 27.8291 | 40.2713 | 0.005 | 29.8374 | 42.0834 | 0.0053 | ||||||
| 0.03 | 28.112 | 39.0596 | 0.005 | 29.0637 | 46.232 | 0.0052 | ||||||
| 0.04 | 28.6236 | 40.5116 | 0.0051 | 28.9463 | 45.5489 | 0.0052 | ||||||
| 0.05 | 29.5534 | 43.0067 | 0.0053 | 24.4005 | 32.3057 | 0.0043 | ||||||
4 | 0.01 | 27.7926 | 39.6275 | 0.0049 | 29.3409 | 42.169 | 0.0052 | ||||||
| 0.02 | 27.2729 | 37.9811 | 0.0048 | 32.2577 | 49.3097 | 0.0058 | ||||||
| 0.03 | 28.3979 | 40.7505 | 0.0051 | 27.7713 | 39.2605 | 0.0049 | ||||||
| 0.04 | 27.3509 | 39.61 | 0.0048 | 30.5209 | 43.0057 | 0.0055 | ||||||
| 0.05 | 27.8476 | 40.35 | 0.005 | 28.8212 | 39.8592 | 0.0051 | ||||||
5 | 0.01 | 27.9522 | 39.9561 | 0.005 | 28.4914 | 41.5469 | 0.0051 | ||||||
| 0.02 | 27.08 | 37.5213 | 0.0048 | 31.5419 | 49.5681 | 0.0057 | ||||||
| 0.03 | 26.7677 | 38.8812 | 0.0048 | 33.4268 | 45.55 | 0.0058 | ||||||
| 0.04 | 28.8559 | 41.7109 | 0.0051 | 25.2267 | 33.3983 | 0.0046 | ||||||
| 0.05 | 27.6167 | 38.5143 | 0.0049 | 30.6614 | 48.5117 | 0.0054 | ||||||
6 | 0.01 | 27.7355 | 38.0092 | 0.0049 | 27.4796 | 46.7189 | 0.005 | ||||||
| 0.02 | 27.8336 | 39.3838 | 0.0049 | 29.3462 | 44.0218 | 0.0053 | ||||||
| 0.03 | 28.0953 | 39.8763 | 0.005 | 27.7341 | 39.2904 | 0.0049 | ||||||
| 0.04 | 27.9208 | 39.8715 | 0.005 | 27.4001 | 40.5192 | 0.0049 | ||||||
| 0.05 | 27.4916 | 39.5661 | 0.0049 | 30.2008 | 42.1547 | 0.0053 | ||||||
7 | 0.01 | 27.6289 | 40.3299 | 0.0049 | 27.8593 | 37.4198 | 0.0049 | ||||||
| 0.02 | 27.3334 | 39.4588 | 0.0049 | 28.8963 | 40.7495 | 0.0051 | ||||||
| 0.03 | 27.2396 | 38.2949 | 0.0049 | 30.4093 | 45.7805 | 0.0053 | ||||||
| 0.04 | 27.6299 | 38.0265 | 0.0049 | 28.2331 | 46.2333 | 0.0051 | ||||||
| 0.05 | 28.8575 | 40.8435 | 0.0051 | 23.6346 | 35.1238 | 0.0042 | ||||||
8 | 0.01 | 27.4267 | 39.3352 | 0.0049 | 28.4587 | 40.4372 | 0.0051 | ||||||
| 0.02 | 27.205 | 39.2316 | 0.0048 | 29.4221 | 40.4111 | 0.0052 | ||||||
| 0.03 | 27.4378 | 40.1557 | 0.0049 | 29.6441 | 38.5847 | 0.0052 | ||||||
| 0.04 | 27.3217 | 40.1605 | 0.0049 | 29.4235 | 40.1436 | 0.0052 | ||||||
| 0.05 | 28.9909 | 41.4089 | 0.0052 | 21.9639 | 30.3524 | 0.0038 | ||||||
9 | 0.01 | 26.6801 | 37.023 | 0.0047 | 32.8156 | 50.9476 | 0.0059 | ||||||
| 0.02 | 27.1671 | 38.74 | 0.0048 | 28.3888 | 41.8496 | 0.0051 | ||||||
| 0.03 | 26.7752 | 38.0435 | 0.0047 | 32.6499 | 46.2308 | 0.0059 | ||||||
| 0.04 | 26.9602 | 37.4641 | 0.0048 | 29.6187 | 45.9817 | 0.0053 | ||||||
| 0.05 | 27.8667 | 40.0437 | 0.0049 | 26.8475 | 36.4469 | 0.0048 | ||||||
10 | 0.01 | 26.3199 | 36.9495 | 0.0047 | 32.4627 | 48.8695 | 0.0058 | ||||||