Table 8 The score analysis of machine learning models.

From: Prediction of peak particle velocity using hybrid random forest approach

Empirical model

R2

MSE

RSME

VAF

MAE

NMBE

MAPE

NS

IOA

IOS

a20

PI

Total

Train

 ANN

1

1

1

1

1

1

1

1

1

1

1

1

12

 KNN

5

5

5

5

5

5

5

5

5

5

5

5

60

 LR

2

2

2

2

2

2

2

2

2

2

2

2

24

 RF

6

6

6

6

6

6

6

6

6

6

6

6

72

 RR

4

4

4

4

4

4

4

4

4

4

4

4

48

 SVR

3

3

3

3

3

3

3

3

3

3

3

3

36

Test

 ANN

1

1

1

1

1

1

1

1

1

1

1

1

12

 KNN

5

5

5

5

5

5

5

5

5

5

5

5

60

 LR

3

3

3

3

3

3

3

3

3

3

3

3

36

 RF

6

6

6

6

6

6

6

6

6

6

6

6

72

 RR

2

2

2

2

2

2

2

2

2

2

2

2

24

 SVR

4

4

4

4

4

4

4

4

4

4

4

4

48

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