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 |