Table 4 Table shows comparison of TNf, TPf and TA with balanced and unbalanced dataset using Polynomial kernel in SVM with d = 2.
Location | Balanced data | Unbalanced data | ||||
|---|---|---|---|---|---|---|
| Â | TNf (%) | TPf (%) | TA (%) | TNf (%) | TPf (%) | TA (%) |
Chloroplast | 82.11 | 86.75 | 82.57 | 63.19 | 79.61 | 64.13 |
Cytoplasm | 69.35 | 76.58 | 70 | 76.62 | 83.4 | 78.41 |
Cytoskeleton | 77.1 | 81.72 | 77.58 | 70.43 | 53.21 | 70.09 |
E.R. | 72.78 | 77.99 | 73.31 | 66.17 | 58.21 | 66.02 |
Extracellular | 80.91 | 82.01 | 81.02 | 71.98 | 75.02 | 72.33 |
Golgi | 72.3 | 79.16 | 73 | 63.11 | 66.67 | 63.25 |
Lysosome | 74 | 80.77 | 74.21 | 80.25 | 82.74 | 80.23 |
Mitochondrion | 73.52 | 76.42 | 73.82 | 55.45 | 71.94 | 56.12 |
Nucleus | 79.62 | 82.94 | 79.94 | 84.42 | 86.64 | 84.73 |
Peroxisome | 72.96 | 78.6 | 73.32 | 55.11 | 60.33 | 55.16 |
Plasma Membrane | 72.28 | 74.8 | 73.44 | 93.08 | 90.44 | 92.16 |
Vacuole | 66.82 | 73.82 | 66.99 | 48.9 | 80.67 | 59.18 |