Skip to main content
. Author manuscript; available in PMC: 2024 Dec 20.
Published in final edited form as: Sci Total Environ. 2023 Sep 16;905:166995. doi: 10.1016/j.scitotenv.2023.166995

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.