Research Article
PredAmyl-MLP: Prediction of Amyloid Proteins Using Multilayer Perceptron
Table 3
Comparison of multilayer perceptron with other classifiers.
| Method | ACC (%) | SE | SP | MCC |
| Multilayer perceptron | 91.59 | 0.836 | 0.950 | 0.798 | Random forest | 85.00 | 0.642 | 0.940 | 0.629 | Naïve Bayes | 86.28 | 0.848 | 0.869 | 0.692 | Decision tree | 79.52 | 0.618 | 0.872 | 0.503 | AdaBoostM1 | 82.81 | 0.612 | 0.921 | 0.574 | Logistic | 87.93 | 0.721 | 0.948 | 0.705 | SGD | 89.57 | 0.776 | 0.948 | 0.747 | LibSVM | 74.95 | 0.424 | 0.890 | 0.357 | IBK | 79.52 | 0.376 | 0.976 | 0.481 | LWL | 81.35 | 0.594 | 0.908 | 0.537 | Bagging | 83.36 | 0.588 | 0.940 | 0.585 |
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