Methods | Sensitivity/Specificity/Accuracy |
---|---|
Proposed method M = 5, Δθ = 10 λ = 10-4λmax Linear SVM | Sensitivity: 97.6 (2.8)%; specificity: 99 (2.2)%; accuracy: 98.3% Control specific component extracted with respect to a cancer reference sample. |
Proposed method M = 4, Δθ = 10 λ = 10-4λmax Linear SVM | Sensitivity: 97.7 (2.3)%; specificity: 98 (2.4)%; accuracy: 97.9% Control specific component extracted with respect to a cancer reference sample. |
[1] | Sensitivity: 86 (6.6)%; specificity: 67.8(12.9)%; accuracy: 76.9%. |
[46] | Sensitivity: 94.7%; specificity: 75.9%; accuracy: 85.3%. 253 benign and 69 cancers. Results were obtained on independent test set comprised of 38 cancers and 228 benign samples. |
[47] | Sensitivity: 97.1%; specificity: 96.8%; accuracy: 97%. 253 benign and 69 cancers. Cross-validation details not reported. |
[45] | Average error rate of 28.97 on four class problem with three-fold cross-validation. |