Equitability Revisited: Why the ''Equitable Threat Score'' Is Not Equitable

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Extremal Dependence Indices: Improved Verification Measures for Deterministic Forecasts of Rare Binary Events (2011, methodology): “5 of Stephenson et al. (2008) because a different range of base rates is considered here, and because Stephenson et al. (2008) added some random noise to the forecasts and observations to mitigate the effects of the discretization of the precipitation totals.”
Two alternative evaluation metrics to replace the true skill statistic in the assessment of species distribution models (2019, background): “the ability to distinguish random and skilled predictions at smaller than infinite sample sizes (Hogan et al. 2010).”
Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model (2017, methodology): “As shown in Table 5, B-MSE and B-MAE have stronger correlation with the CSI and HSS in most cases.”