Research Article
The Impact of Corporate Capital Structure on Financial Performance Based on Convolutional Neural Network
Table 1
Comparison of the size and number of different convolution kernels.
| | Convolution kernel size | 1 ∗ 1 | 1 ∗ 1 | 1 ∗ 1 | 1 ∗ 1 | 1 ∗ 1 | 1 ∗ 1 |
| | Number of convolution kernels | 1 | 2 | 3 | 4 | 5 | 6 | | Accuracy | 61.39% | 70.36% | 79.27% | 61.43% | 68.22% | 75.98% | | Convolution kernel size | 3 ∗ 3 | 3 ∗ 3 | 3 ∗ 3 | 3 ∗ 3 | 3 ∗ 3 | 3 ∗ 3 | | Number of convolution kernels | 1 | 2 | 3 | 4 | 5 | 6 | | Accuracy | 72.83% | 70.47% | 77.31% | 72.85% | 77.36% | 84.14% | | Convolution kernel size | 5 ∗ 5 | 5 ∗ 5 | 5 ∗ 5 | 5 ∗ 5 | 5 ∗ 5 | 5 ∗ 5 | | Number of convolution kernels | 1 | 2 | 3 | 4 | 5 | 6 | | Accuracy | 85.96% | 84.29% | 84.17% | 81.75% | 90.88% | 80.09% |
|
|
