Date

Real value (RV)

Predictive value (PV)

Date

ARMA

SVR-PV

LASSO-PV

CNN-PV

ARMA-RV

ARMA-PV

2016/22

3.3

2.190572

3.82588

5.128867

2018/7

33

35.43721

2016/32

2.7

2.759205

3.552288

4.206986

2018/8

31.4

30.83961

2016/42

8.3

8.047085

7.270786

11.35356

2018/9

24.9

25.3212

2016/52

23.3

16.69593

20.84384

41.21413

2018/10

19.8

20.00432

2017/10

16.7

22.42617

19.99406

6.872914

2018/11

15.6

14.70278

2017/20

6.1

6.652845

4.370603

3.13537

2018/12

11.8

9.889074

2017/30

18.1

30.91959

18.31482

26.71198

2018/13

8.1

6.629661

2017/40

6.8

1.038435

6.23335

4.948258

2018/14

6.6

5.14302

2017/50

40.2

44.69814

43.72965

44.19198

2018/15

5

3.50494

2018/8

24.9

13.69753

21.04979

4.802393

2018/16

4

2.24089

Training RMSE

0.1027

3.9954

1.8670

1.7123

Test RMSE

6.4906

2.2268

9.6885

1.4333