Table 3
Performance metrics tested in the optimization process. Each metric produces a different set of combination weights (i.e., a different ensemble). In each case a label is shown in parentheses that is used throughout the rest of the manuscript. Categorical metrics are calculated using 2 × 2 contingency table after probabilistic forecasts are turned into deterministic forecasts by choosing a threshold value, P th. See Appendix A for their definitions.
Probabilistic | Categorical |
---|---|
Brier score (BRIER) | Brier score (BRIER_C) |
Mean absolute error (MAE) | True skill statistic (TSS) |
Linear correlation coefficient (LCC)a | Heidke skill score (HSS) |
Rank (nonlinear) correlation coefficient | Accuracy (ACC) |
(NLCC_ρ, NLCC_τ) | Critical success index (CSI) |
Reliability (REL) | Gilbert skill score (GSS) |
Resolution (RES) | |
Relative operating characteristic (ROC) curve area |
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