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Advances, Systems and Applications

Table 2 Experimental results of missing value

From: Traffic prediction for diverse edge IoT data using graph network

 

D1

D2

D3

D3

D4

Missing

MSE

MAE

RMSE

R2

MSE

MAE

RMSE

R2

MSE

MAE

RMSE

R2

MSE

MAE

RMSE

R2

MSE

MAE

RMSE

R2

10\(\%\)

27.6

3.67

5.25

0.691

20

3.24

4.47

0.802

552

17.8

23.5

0.9

552

17.8

23.5

0.9

21.5

3.02

4.64

0.527

20\(\%\)

28.4

3.72

5.33

0.681

20.2

3.26

4.49

0.8

984

20.9

31.4

0.821

984

20.9

31.4

0.821

21.4

2.96

4.63

0.53

30\(\%\)

30.1

3.74

5.49

0.662

20.1

3.26

4.49

0.8

757

20.2

27.5

0.862

757

20.2

27.5

0.862

22.1

2.96

4.70

0.514

40\(\%\)

26.1

3.46

5.10

0.708

20.0

3.23

4.47

0.802

1866

30.6

43.2

0.661

1866

30.6

43.2

0.661

21.7

2.95

4.65

0.524

50\(\%\)

26.2

3.50

5.12

0.706

20.9

3.36

4.57

0.793

3218

40.7

56.7

0.416

3218

40.7

56.7

0.416

22.6

3.01

4.76

0.502

60\(\%\)

26.6

3.42

5.15

0.703

20.9

3.36

4.57

0.793

5147

48.3

71.7

0.065

5147

48.3

71.7

0.065

28.6

3.32

5.35

0.371

70\(\%\)

33.2

3.76

5.77

0.628

21.4

3.42

4.63

0.787

6237

51.6

78.7

0.025

6237

51.6

78.7

0.025

33.3

3.46

5.77

0.269