Table 5.
Mean and standard deviation of AUC and accuracy of QH features in distinguishing tumor from benign regions over 100 iterations of a random forest classifier using Wilcoxon rank-sum test for feature selection at the confidence level. Intrasite classification performed using threefold cross validation, intersite classification performed using independent validation. Reported as average of and results. No texture features were predictive, and the family is therefore not represented here.
| Graph | Shape | CGT | Subgraph | All families | |
|---|---|---|---|---|---|
| Intrasite AUC | |||||
| Intersite AUC | |||||
| -Value | 0.88 | 0.29 | |||
| Intrasite accuracy | |||||
| Intersite accuracy | |||||
| -Value | 0.01 |