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. Author manuscript; available in PMC: 2025 Jul 8.
Published in final edited form as: J Mach Learn Res. 2024 Mar;25:87.

Table 2.

Root mean square error (RMSPE), median absolute error (MedAE), continuous ranked probability score (CRPS), and empirical coverage of one-sided intervals (CIq), over the out-of-sample test set of 6,998 locations.

Method F LAI RMSPE MedAE CRPS CI 75 CI 95 CI 99 Time (minutes)
(mean) (median)

QMGP-SiMPA Poisson 16.543 1.322 3.916 1.199 0.867 0.974 0.989 25.4
Neg. Binom. 11.726 2.155 4.462 2.241 0.809 0.980 0.994 32

SPDE-INLA Poisson 27.839 2.154 4.695 1.214 0.835 0.938 0.961 25.8
Neg. Binom. 27019.470 2.444 54.986 1.720 0.875 0.975 0.987 86.5