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-validationTwo-stage nonparametric model100.00100.00100.00
Two-stage parametric model88.8940.0064.45
Two-stage logistic regression model75.6156.2565.93

The second simple cross-validationTwo-stage nonparametric model100.0083.3391.67
Two-stage parametric model62.5050.0056.25
Two-stage logistic regression model75.0083.3379.17

Third simple cross-validationTwo-stage nonparametric model100.00100.00100.00
Two-stage parametric model57.1442.8650.00
Two-stage logistic regression model85.7171.4378.57

The averageTwo-stage nonparametric model100.0094.4497.22
Two-stage parametric model69.5144.2956.90
Two-stage logistic regression model78.7770.3474.56