Table 5 Prediction results of Support Vector Machine (SVM) with radial basis function (RBF) kernel. Table shows comparison of true negative fraction (TNf), true positive fraction (TPf), and total accuracy (TA).
Location | TNf (%) | TPf (%) | TA (%) | |||
|---|---|---|---|---|---|---|
| Â | 420 features | 20 features | 420 features | 20 features | 420 features | 20 features |
Chloroplast | 83.87 | 66.93 | 88.98 | 85.66 | 84.38 | 68.76 |
Cytoplasm | 71.66 | 77.04 | 78.02 | 43.10 | 72.23 | 73.98 |
Cytoskeleton | 77.58 | 81.42 | 81.48 | 54.01 | 77.98 | 78.71 |
E.R. | 75.98 | 66.26 | 80.74 | 65.50 | 76.45 | 66.18 |
Extracellular | 82.16 | 78.17 | 83.41 | 68.38 | 82.28 | 77.19 |
Golgi | 75.00 | 67.08 | 79.64 | 61.34 | 75.46 | 66.53 |
Lysosome | 77.75 | 77.52 | 83.34 | 70.69 | 77.92 | 77.30 |
Mitochondrion | 74.25 | 63.44 | 77.57 | 80.88 | 74.58 | 65.19 |
Nucleus | 81.96 | 81.94 | 83.10 | 67.89 | 82.07 | 80.55 |
Peroxisome | 77.13 | 67.86 | 80.05 | 59.09 | 77.32 | 67.29 |
Plasma Membrane | 73.58 | 74.34 | 78.14 | 61.44 | 74.04 | 73.06 |
Vacuole | 69.54 | 67.86 | 72.04 | 71.03 | 67.62 | 67.64 |