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. 2008 Jun 10;9:272. doi: 10.1186/1471-2105-9-272

Table 2.

Prediction results of machine learning models on PS-Benchmark_1 dataset.

Models Accuracy (Ac) Sensitivity (Sn) Specificity (Sp) Correlation-Coefficient (Cc) Var. Time
Ada-LEKM 0.823 0.801 0.845 0.646 0.022 35.745
Ada-SVM 0.791 0.776 0.806 0.583 0.031 51.593
SVM 0.798 0.787 0.809 0.596 0.030 32.886
LEKM 0.783 0.773 0.792 0.565 0.020 22.421
kNN 0.767 0.753 0.781 0.534 0.032 35.630
GRNN 0.759 0.724 0.793 0.518 0.041 85.422
MLP 0.752 0.715 0.789 0.505 0.046 180.344
RBFN 0.737 0.685 0.788 0.475 0.044 68.654
DT (J48) 0.732 0.718 0.747 0.465 0.025 8.393
KLR 0.726 0.682 0.772 0.456 0.038 156.690