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Table 4 Performance metrics of linear models estimating MOE of standing trees. Italicised values indicate the recommended model; bold values indicate the best value(s) in each column

From: Validation of models predicting modulus of elasticity in Douglas-fir trees, boles, and logs

 

Calibration dataset

Validation dataset

Comments

Fixed effectsa

R 2 marg

R 2 cond

AIC

RMSE

MAPE

TP rate

RMSE

MAPE

TP rate

 
    

(GPa)

(%)

(%)

(GPa)

(%)

(%)

 

V 2

0.36

0.45

465

1.3

10

58

1.5

11

46

 

D

0.18

0.49

493

1.6

12

31

1.2

7

55

 

ρ

0.18

0.44

487

1.5

11

36

1.2

8

27

 

T

0.32

0.62

483

1.5

13

53

1.2

9

82

Best 1-variable

E

0.43

0.54

443

1.2

9

67

1.4

10

73

 

V 2 + ρ

0.44

0.56

438

1.2

9

67

1.2

9

64

Similar to E

V 2 + T

0.45

0.58

449

1.2

10

60

1.3

10

82

 

V 2 + D

0.37

0.50

457

1.3

10

56

1.3

10

64

 

D + H

0.33

0.64

480

1.5

12

56

1.3

9

82

Similar to T

D + ρ

0.31

0.61

449

1.4

10

42

1.2

9

55

 

H + ρ

0.21

0.59

479

1.6

13

29

1.4

10

36

 

E + D

0.45

0.57

434

1.2

9

64

1.3

9

64

 

E + T

0.51

0.60

429

1.1

9

69

1.3

10

91

 

E + D + H

0.51

0.61

428

1.1

9

69

1.3

10

91

 

V 2 + D + H

0.46

0.60

447

1.2

10

60

1.4

11

82

 

V 2 + ρ + D

0.46

0.61

422

1.1

8

64

1.1

8

73

Best AIC

V 2+ ρ + T

0.51

0.61

423

1.1

8

71

1.1

8

91

Best validation

  1. aAll variables are as defined in Table 2