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 (%) | |||
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 |