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Table 1 Part of the forecasting values and relative errors of each model

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

  

2.02

 

3.85

 

4.41

 

5.28

RMSE

  

2.05

 

3.94

 

4.50

 

5.38