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. Author manuscript; available in PMC: 2019 Apr 1.
Published in final edited form as: Proc IEEE Inst Electr Electron Eng. 2018 Feb 6;106(4):690–707. doi: 10.1109/JPROC.2017.2789319

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%