Table 4 The overall performance of classifiers at the event level using the top-3 more discriminative features (coeficient_variation, fusion_distance, juntion_support)
From: On the evaluation of the fidelity of supervised classifiers in the prediction of chimeric RNAs
RF | GBM | KNN | SVM | |||||
|---|---|---|---|---|---|---|---|---|
mean | sd | mean | sd | mean | sd | mean | sd | |
ACC | 97,98 | 0,12 | 97,85 | 0,20 | 97,43 | 0,61 | 97,98 | 0,12 |
Spe | 95,67 | 0,84 | 95,39 | 1,02 | 94,63 | 2,04 | 95,94 | 0,65 |
Sen | 98,71 | 0,11 | 98,77 | 0,13 | 98,33 | 0,23 | 98,63 | 0,25 |
Kappa | 94,46 | 0,34 | 94,09 | 0,66 | 92,92 | 1,72 | 94,45 | 0,50 |
AUC | 97,01 | 0,48 | 96,65 | 0,23 | 96,47 | 1,10 | 97,29 | 0,30 |