Table 5. DeLong test comparing the effectiveness of the three models.
| z | p | Difference between AUC | Difference between SD | 95% CI | ||
|---|---|---|---|---|---|---|
| Low | High | |||||
| XGBoost-decision tree | 2.787 | 0.005 | 0.053 | 0.148 | 0.016 | 0.091 |
| XGBoost-logistics | 3.156 | 0.002 | 0.145 | 0.219 | 0.055 | 0.236 |
| Decision trees-logistics | 2.019 | 0.044 | 0.092 | 0.255 | 0.003 | 0.181 |
Note:
z-score, test statistic in DeLong test; SD, standard deviation; AUC, area under the curve; CI, confidence interval.