Table 7 Comparative table of statistical metrics of each model for the test set (Table S3).

From: Identification of flux checkpoints in a metabolic pathway through white-box, grey-box and black-box modeling approaches

 

R2

RMSE

MAE

AIC

PGAM

ENO

PPDK

R2

RMSE

R2

RMSE

R2

RMSE

Model 0

0.86

3.71

2.15

527.32

1

0.88

0.99

1.42

0.59

6.26

Model 1

0.89

2.78

1.06

421.76

1

0.02

1

0.11

0.72

4.87

Model 2

0.52

5.54

3.89

642.46

0.99

4.04

1

5.71

0.99

4.17

Model 3

0.98

1.61

1.37

539.06

0.98

2.12

0.99

1.32

0.98

1.26

Model 4

0.96

2.73

2.51

439.52

1

2.68

1

2.89

0.93

2.63

Model 5

0.97

2.19

2

357.26

1

2.17

1

2.3

0.95

2.08

Model 6

1

0.23

0.13

-486.7

1

0.02

1

0.11

1

0.39