Table 7.
Training error and test error of six methods.
| Training error | ||||||
|---|---|---|---|---|---|---|
| SGD_BP | AdaGrad_BP | Adam_BP | C-Adam_BP | RBC-Adam_BP | ACGB-Adam_BP | |
| MSE | 1.174293 | 0.51372 | 0.095824 | 0.021837 | 0.101693 | 0.019725 |
| RMSE | 1.083648 | 0.716743 | 0.309555 | 0.147773 | 0.318893 | 0.140446 |
|
| ||||||
| Test error | ||||||
| MSE | SGD_BP | AdaGrad_BP | Adam_BP | C-Adam_BP | RBC-Adam_BP | ACGB-Adam_BP |
| 1.267104 | 0.566655 | 0.163862 | 0.028447 | 0.155603 | 0.022442 | |
| RMSE | 1.125657 | 0.752772 | 0.404799 | 0.168662 | 0.394465 | 0.149807 |
The minimum values of MSE and RMSE in Table 7 is shown in bold.