Research Article
Stock Market Prediction on High-Frequency Data Using Generative Adversarial Nets
Table 7
The number of times about the maximum DPA.
| ā | | | | ā | | | | | | | | | |
| ARIMA-GARCH | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 5 | ANN | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 3 | SVM | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | 1 |
| GAN-F | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | GAN-D | 0 | 1 | 6 | 5 | 1 | 7 | 2 | 6 | 2 | LSTM-FD | 1 | 3 | 4 | 11 | 4 | 0 | 18 | 15 | 12 | GAN-FD | 41 | 38 | 32 | 26 | 37 | 35 | 17 | 14 | 19 |
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