Table 2.
Results of the 10-fold cross-validation.
| Method | Obs. Vs. pred | Prediction errors |
|||||
|---|---|---|---|---|---|---|---|
| Root mean squared errors | Relative root mean squared errors (%) | Mean absolute errors | Relative mean absolute errors (%) | ||||
|
| |||||||
| Species richness | Training | GLM | 0.56 | 42.73 | 29.07 | 33.14 | 22.54 |
| GAM | 0.78 | 32.82 | 22.33 | 25.44 | 17.31 | ||
| Validation | OK | 0.61 | 40.97 | 27.87 | 32.61 | 22.18 | |
| GLM | 0.54 | 43.61 | 29.67 | 33.89 | 23.05 | ||
| GAM | 0.64 | 39.36 | 26.78 | 30.50 | 20.75 | ||
| GLM OK | 0.54 | 43.40 | 29.52 | 33.73 | 22.95 | ||
| GAM OK | 0.64 | 39.27 | 26.71 | 30.43 | 20.70 | ||
| Shannon diversity | Training | GLM | 0.56 | 31.81 | 30.01 | 24.64 | 23.25 |
| GAM | 0.79 | 23.81 | 22.46 | 18.32 | 17.28 | ||
| Validation | OK | 0.63 | 29.57 | 27.90 | 23.39 | 22.07 | |
| GLM | 0.53 | 32.62 | 30.77 | 25.20 | 23.77 | ||
| GAM | 0.66 | 28.97 | 27.33 | 22.35 | 21.08 | ||
| GLM OK | 0.54 | 32.40 | 30.57 | 25.03 | 23.61 | ||
| GAM OK | 0.66 | 28.85 | 27.22 | 22.25 | 20.99 | ||
| Simpson diversity | Training | GLM | 0.55 | 24.82 | 32.66 | 19.20 | 25.26 |
| GAM | 0.77 | 19.22 | 25.29 | 14.67 | 19.30 | ||
| Validation | OK | 0.63 | 22.94 | 30.18 | 18.05 | 23.75 | |
| GLM | 0.52 | 25.45 | 33.49 | 19.66 | 25.87 | ||
| GAM | 0.64 | 22.87 | 30.09 | 17.59 | 23.14 | ||
| GLM OK | 0.53 | 25.24 | 33.21 | 19.49 | 25.64 | ||
| GAM OK | 0.64 | 22.76 | 29.95 | 17.49 | 23.01 | ||
Notes: Obs. vs. Pred.: results of Pearson correlation between observed and predicted values.