Type of model | Mean ± CI, t·ha−1 | Total stock, t | Mean difference with reference per polygon, t·ha−1 |
---|---|---|---|
7.8 ± 0.3 | 8011 | – | |
9.0 ± 0.1 | 9107 | +4.5 | |
GBM | 8.7 ± 0.1 | 8996 | +4.1 |
Predicted | Observed | ||||
---|---|---|---|---|---|
ALGL | BEPE | OTHER | PISY | POTR | |
ALGL | 1 | 5 | 4 | 3 | |
BEPE | 0 | 3 | 7 | 0 | |
OTHERS | 0 | 0 | 1 | 2 | |
PISY | 3 | 7 | 2 | 0 | |
POTR | 0 | 0 | 0 | 1 |
Predicted | Observed | |||||||
---|---|---|---|---|---|---|---|---|
Bog | Croplands | Forest | Grasslands | Others | Settlement | Shrubland | Water | |
Bog | 0 | 1 | 0 | 0 | 0 | 1 | 0 | |
Croplands | 0 | 11 | 10 | 19 | 12 | 7 | 0 | |
Forest | 6 | 5 | 6 | 0 | 1 | 11 | 0 | |
Grasslands | 1 | 22 | 2 | 0 | 1 | 19 | 1 | |
Others | 0 | 0 | 0 | 0 | 1 | 0 | 0 | |
Settlement | 0 | 4 | 2 | 0 | 2 | 1 | 0 | |
Shrubland | 1 | 6 | 6 | 14 | 0 | 0 | 1 | |
Water | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
Parameter to tune | Hyperparameter values | |||||
---|---|---|---|---|---|---|
Shrinkage | 0.01 | 0.05 | 0.02 | 0.001 | ||
Interaction depth | 2 | 4 | 6 | 8 | 10 | |
Number of trees | 1000 | 5000 | 10000 | |||
Number of observations in the terminal nodes | 5 | 10 | 15 | |||
Bagging fraction | 0.5 | 0.75 | 1.0 |
Type of model | Tree species | ||||
---|---|---|---|---|---|
ALGL | BEPE | OTHER | PISY | POTR | |
Mean ± | |||||
7.0 ± 3.4 | 8.5 ± 1.9 | 8.1 ± 2.8 | 8.6 ± 1.9 | 8.1 ± 2.1 | |
GBM | 6.8 ± 2.3 | 8.0 ± 1.7 | 8.1 ± 1.7 | 8.4 ± 1.5 | 8.1 ± 2.1 |
Total, thousands t | |||||
39.0 | 34.8 | 19.9 | 237.6 | 4.9 | |
GBM | 37.9 | 32.8 | 19.9 | 232.0 | 4.9 |