From: Research on financial network big data processing technology based on fireworks algorithm
 | Real data (%) | QFA-SVM | SVM | BPNN | MLRM | ||||
---|---|---|---|---|---|---|---|---|---|
Prediction | Error% | Prediction | Error% | Prediction | Error% | Prediction | Error% | ||
1 | 11.67 | 11.84 | 1.46 | 11.29 | − 3.26 | 11.21 | − 3.94 | 11.28 | − 3.34 |
2 | 12.49 | 12.23 | − 2.08 | 11.89 | − 4.80 | 11.97 | − 4.16 | 13.2 | 5.68 |
3 | 11.67 | 11.42 | − 2.14 | 11.39 | − 2.40 | 12.02 | 3.00 | 10.94 | − 6.26 |
4 | 10.65 | 10.83 | 1.69 | 10.13 | − 4.88 | 11.31 | 6.20 | 11.03 | 3.57 |
5 | 9.8 | 9.98 | 1.84 | 10.19 | 3.98 | 10.32 | 5.31 | 9.23 | − 5.82 |
6 | 10.67 | 10.44 | − 2.16 | 10.29 | − 3.54 | 10.16 | − 4.78 | 11.29 | 5.81 |
7 | 10.14 | 10.42 | 2.76 | 10.62 | 4.73 | 10.46 | 3.16 | 10.84 | 6.90 |
8 | 11.29 | 11.46 | 1.51 | 10.89 | − 3.54 | 11.8 | 4.52 | 10.76 | − 4.74 |
9 | 12.01 | 12.24 | 1.92 | 11.6 | − 3.41 | 12.42 | 3.41 | 11.26 | − 6.24 |
10 | 12.39 | 12.62 | 1.86 | 11.84 | − 4.44 | 12.97 | 4.68 | 11.64 | − 6.05 |
MAPE | Â | Â | 2.02 | Â | 3.85 | Â | 4.41 | Â | 5.28 |
RMSE | Â | Â | 2.05 | Â | 3.94 | Â | 4.50 | Â | 5.38 |