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Table 3 Comparison of NEMPD with different classifiers

From: NEMPD: a network embedding-based method for predicting miRNA-disease associations by preserving behavior and attribute information

Classifier ACC.(%) Spec.(%) Sen.(%) MCC.(%) Prec.(%) AUC.(%)
KNN 84.71 ± 0.53 84.39 ± 0.71 85.03 ± 0.59 69.42 ± 1.07 84.49 ± 0.63 90.14 ± 0.48
Naive Bayes 83.04 ± 0.53 82.73 ± 0.66 83.34 ± 0.95 66.08 ± 1.05 82.84 ± 0.53 88.98 ± 0.44
DecisionTree 82.20 ± 0.80 84.96 ± 1.21 79.43 ± 0.96 64.50 ± 1.61 84.09 ± 1.09 82.20 ± 0.80
RandomForest 85.41 ± 0.26 89.86 ± 0.42 80.96 ± 0.55 71.10 ± 0.52 88.87 ± 0.38 91.58 ± 0.54