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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]