Method | ACC | Se(DM) | Sp(DM) | PPV(DM) | AUC | MCC | BER |
---|---|---|---|---|---|---|---|
RF (LOOCV) | 0.96 | 0.82 | 0.99 | 0.95 | 0.97 | 0.86 | 0.09 |
RF (10-fold CV) a | 0.96 | 0.82 | 0.99 | 0.95 | 0.97 | 0.87 | 0.09 |
RF (66/34 split) a | 0.96 | 0.84 | 0.99 | 0.94 | 0.97 | 0.87 | 0.08 |
SVM (LOOCV) | 0.95 | 0.84 | 0.97 | 0.87 | 0.95 | 0.82 | 0.09 |
SVM (10-fold CV) a | 0.95 | 0.83 | 0.97 | 0.86 | 0.95 | 0.81 | 0.10 |
SVM (66/34 split) a | 0.95 | 0.85 | 0.97 | 0.84 | 0.96 | 0.81 | 0.09 |
BDT (LOOCV) | 0.96 | 0.82 | 0.99 | 0.97 | 0.97 | 0.87 | 0.09 |
BDT (10-fold CV) a | 0.96 | 0.80 | 0.99 | 0.96 | 0.97 | 0.85 | 0.10 |
BDT (66/34 split) a | 0.97 | 0.83 | 1.00 | 0.98 | 0.97 | 0.89 | 0.08 |
NN (LOOCV) | 0.95 | 0.80 | 0.98 | 0.87 | 0.95 | 0.80 | 0.11 |
NN (10-fold CV) a | 0.95 | 0.80 | 0.98 | 0.86 | 0.95 | 0.80 | 0.11 |
NN (66/34 split) a | 0.94 | 0.82 | 0.97 | 0.83 | 0.95 | 0.79 | 0.11 |
Sander et al. (SVM, 10-fold CV) a | 0.92 | 0.80 | 0.95 | 0.81 | 0.93 | ----- | ----- |
Prosperi et al. (RF, 10-fold CV) a | 0.88 | 0.63 | ----- | ----- | 0.88 | ----- | ----- |
Prosperi et al. (SVM, 10-fold CV) a | 0.90 | 0.69 | ----- | ----- | 0.91 | ----- | ----- |
Sing et al. (SVM, 10-fold CV) a | ----- | 0.76 | 0.93 | ----- | ----- | ----- | ----- |
Xu et al. (RF, 56/42 split) b | 0.95 | 0.85 | 0.98 | 0.99 | ----- | 0.87 | ----- |
Pillai et al. (SVM, 10-fold CV) c | 0.91 | 0.76 | 0.98 | 0.95 | ----- | ----- | ----- |
Resch et al. (NN, 50/50 split) c | ----- | 0.75 | 0.94 | 0.69 | ----- | ----- | ----- |