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. 2022 May 1;50(9):2014–2035. doi: 10.1080/02664763.2022.2063266

Table 3.

Simulation Scenario 2: Results related to the predictive distribution of the response variable, under Scenario 2, when only the first 2 covariates (representing real SSTs) are included in the true Poisson regression model. Method 1 retains all covariates; Method 2 discards the covariates with missing values. Results are averaged over 100 simulated data sets.

          Coverage Size
Method Cor.Pearson Cor.Spearman RMSE MAE Equal-tailed HPD Equal-tailed HPD
Hierarchical 0.31 0.29 3.46 2.66 0.94 0.93 14.00 12.65
No missing 0.66 0.61 2.74 2.11 0.94 0.92 9.88 9.28
Method 1 0.56 0.52 3.04 2.33 0.93 0.91 10.83 10.11
Method 2 0.56 0.53 3.03 2.33 0.92 0.89 9.92 9.31