Research Article
Promoting Variable Effect Consistency in Mixture Cure Model for Credit Scoring
Table 5
Results of the estimation performance in Example 3.
| | | | | | | Full | MCG | MCGS | Full | MCG | MCGS | Full | MCG | MCGS |
| 0.25 | 60 | MSE | 0.33 | 0.19 | 0.10 | 0.04 | 0.03 | 0.02 | 0.22 | 0.13 | 0.07 | (0.08) | (0.05) | (0.02) | (0.01) | (0.01) | (0.01) | (0.05) | (0.03) | (0.01) | TPR | — | 1.00 | 1.00 | — | 1.00 | 1.00 | — | 1.00 | 1.00 | | (0.01) | (0.00) | | (0.00) | (0.00) | | (0.00) | (0.00) | FPR | — | 0.53 | 0.29 | — | 0.66 | 0.29 | — | 0.60 | 0.29 | | (0.15) | (0.12) | | (0.08) | (0.12) | | (0.09) | (0.12) | 200 | MSE | 2.42 | 0.48 | 0.17 | 0.20 | 0.05 | 0.03 | 1.56 | 0.31 | 0.11 | (0.57) | (0.14) | (0.02) | (0.03) | (0.01) | (0.01) | (0.35) | (0.08) | (0.01) | TPR | — | 0.95 | 1.00 | — | 1.00 | 1.00 | — | 0.98 | 1.00 | | (0.18) | (0.00) | | (0.00) | (0.00) | | (0.09) | (0.00) | FPR | — | 0.05 | 0.14 | — | 0.57 | 0.16 | — | 0.31 | 0.15 | | (0.07) | (0.06) | | (0.10) | (0.06) | | (0.07) | (0.06) |
| 5 | 60 | MSE | 1.31 | 0.99 | 0.43 | 0.08 | 0.03 | 0.03 | 0.83 | 0.62 | 0.27 | (0.33) | (0.08) | (0.29) | (0.02) | (0.01) | (0.01) | (0.20) | (0.05) | (0.18) | TPR | — | 0.01 | 0.83 | — | 1.00 | 1.00 | — | 0.51 | 0.92 | | (0.10) | (0.38) | | (0.00) | (0.00) | | (0.05) | (0.19) | FPR | — | 0.00 | 0.14 | — | 0.51 | 0.36 | — | 0.25 | 0.25 | | (0.02) | (0.14) | | (0.13) | (0.17) | | (0.07) | (0.12) | 200 | MSE | 6.94 | 1.00 | 0.28 | 0.51 | 0.04 | 0.05 | 4.47 | 0.63 | 0.19 | (1.12) | (0.00) | (0.06) | (0.07) | (0.01) | (0.01) | (0.68) | (0.00) | (0.04) | TPR | — | 0.00 | 1.00 | — | 1.00 | 1.00 | — | 0.50 | 1.00 | | (0.00) | (0.00) | | (0.00) | (0.00) | | (0.00) | (0.00) | FPR | — | 0.00 | 0.17 | — | 0.34 | 0.22 | — | 0.17 | 0.19 | | (0.00) | (0.06) | | (0.08) | (0.06) | | (0.04) | (0.06) |
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Note. In each cell, there is mean (standard deviation).
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