Research Article
Predicting the Types of J-Proteins Using Clustered Amino Acids
Table 6
Comparative result of SVM with other methods for J-protein types classification.
| Subfamily | SVM | Random Forest | Naïve Bayes | Sn | SP | MCC | Sn | SP | MCC | Sn | SP | MCC |
| Type I J-protein | 74.60% | 98.76% | 0.75 | 14.29% | 99.55% | 0.29 | 74.60% | 92.17% | 0.47 | Type II J-protein | 49.06% | 99.05% | 0.57 | 13.33% | 99.82% | 0.31 | 54.72% | 94.67% | 0.39 | Type III J-protein | 98.56% | 62.02% | 0.69 | 99.73% | 12.70% | 0.31 | 88.62% | 65.83% | 0.43 | Type IV J-protein | 31.81% | 100.00% | 0.56 | 4.55% | 100.00% | 0.21 | 13.64% | 100.00% | 0.37 |
| OA | 94.06% | 89.96% | 85.14% |
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