Protein class | Novel feature set (33 features) | Traditional feature set (451 features) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
 | Training Accuracy | Test accuracy | Sensitivity | Specificity | AUC | Training accuracy | Test accuracy | Sensitivity | Specificity | AUC |
Transport | 75.0273 | 73.31 | 36.2 | 100 | 0.681 | 73.2636 | 72.19 | 33.6 | 100 | 0.668 |
Transcription | 87.9723 | 88.15 | 99.3 | 77.2 | 0.882 | 92.5625 | 97.36 | 98.3 | 96.4 | 0.974 |
Translation | 97.0864 | 97.34 | 62.5 | 100 | 0.813 | 98.8642 | 98.67 | 81.3 | 100 | 0.906 |
Gluconate utilisation | 96.8288 | 96.22 | 71.4 | 100 | 0.857 | 98.7315 | 98.11 | 85.7 | 100 | 0.929 |
Amino acid biosynthesis | 74.8627 | 77.83 | 42.6 | 100 | 0.713 | 73.5272 | 77.43 | 41.5 | 100 | 0.708 |
Fatty acid metabolism | 92.4123 | 90.22 | 45.7 | 100 | 0.728 | 90.5586 | 87.77 | 32.1 | 100 | 0.66 |
Acetylcholine receptor inhibitor | 98.448 | 99.06 | 80 | 100 | 0.9 | 100 | 99.53 | 100 | 99.5 | 0.998 |
G-protein coupled receptor | 78.6998 | 80.87 | 48.3 | 100 | 0.741 | 76.1838 | 77.35 | 38.8 | 100 | 0.694 |
Guanine nucleotide-releasing factor | 97.4359 | 97.92 | 77.1 | 99.6 | 0.883 | 98.8681 | 98.75 | 82.9 | 100 | 0.914 |
Fibre protein | 96.789 | 95.89 | 0 | 100 | 0.5 | 99.8471 | 99.31 | 83.3 | 100 | 0.917 |
Transmembrane | 85.2931 | 85.67 | 58.3 | 100 | 0.791 | 79.8937 | 80.58 | 43.5 | 100 | 0.717 |