Research Article
A Hybrid Model Using PCA and BP Neural Network for Time Series Prediction in Chinese Stock Market with TOPSIS Analysis
Table 13
TOPSIS evaluation of different models.
| Prediction model | Positive ideal solution distance (D+) | Negative ideal solution distance (Dā) | Comprehensive score index | The ranking of models |
| PCA-BP_LM | 0.0162 | 0.3718 | 0.9582 | 5 | PCA-BP_BR | 0.0000 | 0.3859 | 1.0000 | 1 | PCA-BP_SCG | 0.3859 | 0.0000 | 0.0000 | 9 | BP_LM | 0.0161 | 0.3720 | 0.9584 | 4 | BP_BR | 0.0300 | 0.3606 | 0.9233 | 6 | BP_SCG | 0.2351 | 0.2073 | 0.4687 | 8 | | 0.0032 | 0.3830 | 0.9918 | 2 | | 0.0084 | 0.3784 | 0.9784 | 3 | | 0.0630 | 0.3337 | 0.8413 | 7 |
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