Research Article
Identification of Multiple Outliers in a Generalized Linear Model with Continuous Variables
Table 3
Percentages of correct detection of outlier, masking rates, and swamping rates based on 5,000 simulations for Scenario 1.
| | Run | % Correct detection | % Masking | % Swamping | Pearson residuals | Corrected Pearson residuals | GSCPR | Pearson residuals | Corrected Pearson residuals | GSCPR | Pearson residuals | Corrected Pearson residuals | GSCPR |
| 1 | 8 | 0.00 | 99.24 | 98.94 | 100.00 | 0.76 | 1.06 | 0.00 | 80.02 | 3.42 | 16 | 0.18 | 99.98 | 99.84 | 99.82 | 0.02 | 0.16 | 0.00 | 1.54 | 3.22 | 32 | 85.64 | 100.00 | 100.00 | 14.36 | 0.00 | 0.00 | 0.32 | 11.00 | 8.72 | 64 | 100.00 | 100.00 | 100.00 | 0.00 | 0.00 | 0.00 | 25.52 | 26.78 | 5.92 |
| 2 | 8 | 0.00 | 97.86 | 91.28 | 100.00 | 2.14 | 8.72 | 0.00 | 12.22 | 4.52 | 16 | 0.00 | 26.64 | 99.90 | 100.00 | 73.36 | 0.10 | 0.00 | 1.84 | 2.28 | 32 | 0.10 | 18.74 | 100.00 | 99.90 | 81.26 | 0.00 | 0.00 | 8.94 | 6.24 | 64 | 26.02 | 27.50 | 100.00 | 73.98 | 72.50 | 0.00 | 0.92 | 1.26 | 5.26 |
| 3 | 8 | 0.00 | 0.20 | 91.02 | 100.00 | 99.8 | 8.98 | 0.00 | 0.02 | 6.74 | 16 | 0.00 | 0.36 | 97.88 | 100.00 | 99.64 | 2.12 | 0.00 | 0.00 | 4.96 | 32 | 0.00 | 86.00 | 99.62 | 100.00 | 14.00 | 0.38 | 0.00 | 0.00 | 2.70 | 64 | 0.00 | 5.70 | 100.00 | 100.00 | 94.28 | 0.00 | 0.00 | 0.42 | 5.02 |
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