Table 3 Shows the overall performance metrics of the EMLM when trained with the Weka selected DTI features of the tumorous region, NAWM region, and tumorous + NAWM region for the FWE DTI model.
Region of interest | Weka attribute selection | Class | Sensitivity | Specificity | AUC-ROC score |
---|---|---|---|---|---|
Tumorous region | FWE FA of the core and edema | LGG | 0.86 | 0.84 | 0.84 |
HGG | 0.87 | 0.85 | 0.86 | ||
NAWM | FWE FA and MD of the NAWM | LGG | 0.84 | 0.75 | 0.79 |
HGG | 0.80 | 0.79 | 0.78 | ||
Tumorous + NAWM region | FWE FA of the core and edema, FA and MD of the NAWM | LGG | 0.92 | 0.90 | 0.90 |
HGG | 0.89 | 0.88 | 0.88 |