Skip to main content
. 2021 Aug 5;7(3):344–357. doi: 10.3390/tomography7030031

Table 4.

Tabulated content of stage with relevant classifier algorithm and corresponding AUC with Kappa values.

Output Features Model Metric AUC Kappa
Stage Radiomics RRFglobal
(Regularized Random Forest)
Kappa 0.51 0.31
Radiomics Knn
(k-Nearest Neighbors)
AUC 0.71 0.25
Radiomics + ADC1 + ADC2 + Change ADC Earth
(Multivariate Adaptive Regression Spline)
Kappa 0.64 0.3
Radiomics + ADC1 + ADC2 + Change ADC Knn (k-Nearest Neighbors) AUC 0.71 0.25
Radiomics + ADC1 Evtree
(Tree Models from Genetic Algorithms)
Kappa 0.63 0.33
Radiomics + ADC1 Knn (k-Nearest Neighbors) AUC 0.71 0.25
Radiomics + change ADC Earth
(Multivariate Adaptive Regression Spline)
Kappa 0.64 0.31
Radiomics + change ADC Knn (k-Nearest Neighbors) AUC 0.71 0.25
ADC RRFglobal
(Regularized Random Forest)
Kappa 0.57 0.19
ADC LogitBoost AUC 0.66 0.06