Table 4 Comparative analysis of the developed approach with the mRNALoc
mRNALoc | Proposed | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Sn | Sp | Ac | F1-score | MCC | Sn | Sp | Ac | F1-score | MCC | |
Test set-I | ||||||||||
Cytoplasm (86) | 39.5 | 75.6 | 57.5 | 44.1 | 16.2 | 76.7 | 59.0 | 67.9 | 63.1 | 36.1 |
Endoplasmic reticulum (31) | 51.7 | 88.8 | 70.2 | 46.6 | 42.1 | 44.8 | 91.8 | 68.3 | 45.7 | 40.2 |
Mitochondrion (25) | 48.0 | 93.8 | 70.9 | 48.6 | 47.5 | 56.0 | 73.5 | 64.8 | 30.4 | 22.3 |
Nucleus (83) | 50.0 | 62.2 | 56.1 | 46.1 | 12.3 | 39.0 | 82.3 | 60.7 | 46.6 | 23.8 |
Test set-II | ||||||||||
Cytoplasm (464) | 52.6 | 64.5 | 58.6 | 52.6 | 17.2 | 63.4 | 65.3 | 64.3 | 60.5 | 28.6 |
Endoplasmic reticulum (103) | 43.7 | 78.4 | 61.0 | 25.0 | 17.3 | 72.8 | 93.1 | 83.0 | 61.2 | 62.4 |
Mitochondrion (8) | 75.0 | 97.8 | 86.4 | 65.2 | 47.7 | 100 | 82.7 | 91.3 | 31.6 | 21.4 |
Nucleus (508) | 55.5 | 78.7 | 67.1 | 61.8 | 34.4 | 55.1 | 100 | 77.6 | 71.1 | 58.6 |