Research Article
Protein Subcellular Localization Based on Evolutionary Information and Segmented Distribution
Table 5
Comparison of different classification methods on Gpos-mPLoc dataset.
| Classification method | Subcellular site | OA | Cell membrane | Cytoplasm | Cell wall | Extracell |
| (SN) | RF | 0.631 | 0.554 | 0.910 | 0.623 | 0.681 | KNN | 0.357 | 0.658 | 0.992 | 0.825 | 0.737 | SVM | 0.744 | 0.872 | 0.975 | 0.917 | 0.831 |
| (SP) | RF | 0.984 | 0.970 | 0.998 | 0.973 | — | KNN | 0.969 | 0.904 | 0.947 | 0.908 | — | SVM | 0.958 | 0.968 | 0.986 | 0.982 | — |
| (MCC) | RF | 0.709 | 0.617 | 0.938 | 0.672 | — | KNN | 0.430 | 0.590 | 0.893 | 0.729 | — | SVM | 0.730 | 0.848 | 0.951 | 0.902 | — |
|
|
The bold values are the results of the proposed method in paper on the Gpos-mPLoc dataset for clearer comparison.
|