Research Article
Construction of Credit Evaluation Index System for Two-Stage Bayesian Discrimination: An Empirical Analysis of Small Chinese Enterprises
Table 8
Three simple cross-validation results.
| (1) Simple cross-validation | (2) Index screening model | (3) Accuracy of high default samples (%) | (4) Accuracy of low default samples (%) | (5) Accuracy of all samples (%) |
| First simple cross-validation | Two-stage nonparametric model | 100.00 | 100.00 | 100.00 | Two-stage parametric model | 88.89 | 40.00 | 64.45 | Two-stage logistic regression model | 75.61 | 56.25 | 65.93 |
| The second simple cross-validation | Two-stage nonparametric model | 100.00 | 83.33 | 91.67 | Two-stage parametric model | 62.50 | 50.00 | 56.25 | Two-stage logistic regression model | 75.00 | 83.33 | 79.17 |
| Third simple cross-validation | Two-stage nonparametric model | 100.00 | 100.00 | 100.00 | Two-stage parametric model | 57.14 | 42.86 | 50.00 | Two-stage logistic regression model | 85.71 | 71.43 | 78.57 |
| The average | Two-stage nonparametric model | 100.00 | 94.44 | 97.22 | Two-stage parametric model | 69.51 | 44.29 | 56.90 | Two-stage logistic regression model | 78.77 | 70.34 | 74.56 |
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