Research Article
Design and Implementation of University Students Scientific Research Ability Evaluation System Based on Neural Network
Table 1
Relationship between the number of hidden layer nodes and network error.
| Number of hidden layer nodes | Gradient descent | Quasi-Newton method | Our algorithm |
| 1 | 0.358 | 0.0468 | 0.21 | 2 | 0.215 | 0.357 | 0.325 | 3 | 0.265 | 0.264 | 0.352 | 4 | 0.0726 | 0.0207 | 0.186 | 5 | 0.186 | 0.0357 | 0.24 | 6 | 0.0214 | 0.154 | 0.268 | 7 | 0.286 | 0.175 | 0.183 | 8 | 0.212 | 0.318 | 0.0753 | 9 | 0.324 | 0.0411 | 0.031 | 10 | 0.0215 | 0.243 | 0.0856 | 11 | 0.3 | 0.352 | 0.22 | 12 | 0.386 | 0.0237 | 0.0864 | 13 | 0.163 | 0.282 | 0.213 | 14 | 0.186 | 0.352 | 0.142 |
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