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Table 3 List of metrics used by each reviewed literature

From: Gap, techniques and evaluation: traffic flow prediction using machine learning and deep learning

No

Authors

Evaluation metrics

A

B

C

D

E

F

G

H

I

J

K

L

M

N

O

P

Q

1

Tu et al. (2021)

X

X

X

              

2

Zhang et al. (2021)

X

X

               

3

Hou et al. (2021)

X

X

X

X

X

            

4

Sun et al. (2021)

     

X

           

5

Xia et al. (2021)

X

X

X

             

X

6

Romo et al. (2020a)

 

X

  

X

 

X

          

7

Abdelwahab et al. (2020b)

       

X

         

8

Abdellah and Koucheryavy (2020)

 

X

X

              

9

Wang et al. (2020)

X

X

               

10

Lin, Wang et al. (2020)

X

X

               

11

Qu et al. (2020)

X

X

               

12

Wang et al. (2020)

       

X

X

X

X

X

     

13

Shin et al. (2020)

  

X

              

14

Ranjan et al. (2020)

     

X

 

X

    

X

    

15

Liu et al. (2020)

X

X

X

              

16

Elleuch et al. (2020)

 

X

               

17

Sun et al. (2020)

 

X

               

18

Zafar and Haq (2020)

             

X

   

19

Jingjuan Wang and Chen (2020)

X

X

X

              

20

Essien (2020)

X

X

X

              

21

Ren and Xie (2019)

X

X

X

              

22

Chou et al. (2019)

X

X

X

              

23

Yi and Bui (2019)

X

X

X

X

          

X

  

24

Xu et al. (2019)

 

X

X

              

25

Jingyuan Wang et al. (2019)

 

X

X

              

26

Yang et al. (2019)

X

X

X

              

27

Chen et al. (2019)

X

X

X

              

28

Bartlett et al. (2019)

 

X

               

29

Xu et al. (2018a)

       

X

         

30

Shirazi and Morris (2018)

       

X

         

31

Tampubolon and Hsiung (2018)

X

X

X

              

32

Jin et al. (2018)

 

X

               

33

Duan et al. (2018)

 

X

               

34

Chen et al. (2018)

X

X

             

X

 

35

Kong et al. (2018)

 

X

             

X

 

36

Tian et al. (2018)

X

X

             

X

 

37

Khan et al. (2017)

       

X

         

38

Lawe and Wang (2016)

 

X

               

39

Wang et al. (2016)

 

X

   

X

 

X

         

Total

18

29

16

2

2

3

1

7

1

1

1

1

1

1

1

3

1

  1. (A) Mean Absolute Error [MAE]; (B) Root Mean Square Error [RMSE]; (C) Mean Absolute Percentage Error [MAPE]; (D) Symmetric Mean Absolute Percentage Error [SMAPE]; (E) Mean Square Error [MSE]; (F) Precision; (G) L1; (H) Accuracy; (I) Correlation; (J) Coefficient; (K) Disagreement; (L) Double Fault Measure; (M) Recall; (N) Congestion Index [CI]; (O) R-Square; (P) Mean Root Error [MRE]; (Q) Mean Error [ME]