TABLE IV.
Prediction accuracy (AUC) on heart data.
Settings | avg. AUC | std AUC |
---|---|---|
ACC, L = 1 (SLSVM) | 76.54% | 0.59% |
ACC, L = 2 | 76.83% | 0.87% |
ACC, L = 3 | 77.06% | 1.04% |
ACC, L = 4 | 75.14% | 0.92% |
ACC, L = 5 | 75.14% | 1.00% |
ACC, L = 6 | 74.32% | 0.87% |
4-LRT | 75.78% | 0.53% |
Lin. SVM | 72.83% | 0.51% |
RBF SVM | 73.35% | 1.07% |
sparse LR | 75.87% | 0.67% |
CT-LSVM (L = 2) | 71.31% | 0.76% |
CT-SLSVM (L = 2) | 71.97% | 0.73% |
random forests | 81.62% | 0.37% |
FRF 10-yr risk | 56.48% | 1.09% |
random forests on FRF features | 62.20% | 1.13% |