Table 5 Accuracy of prediction of glycosylation sites with random forest and naïve bayes algorithms
From: Prediction of glycosylation sites using random forests
|  | Random Forest | Naïve Bayes | ||||||
|---|---|---|---|---|---|---|---|---|
Dataset (size) | Correctly Classified Instances (%) | Sensitivity (%) | Specificity (%) | Matthews Correlation Coefficient | Correctly Classified Instances (%) | Sensitivity (%) | Specificity (%) | Matthews Correlation Coefficient |
Ser | 90.8 | 96.1 | 88.9 | 0.81 | 83.9 | 64.4 | 92.6 | 0.61 |
Ser + SA | 91.1 | 95.5 | 89.6 | 0.82 | 82.3 | 60.5 | 92.3 | 0.58 |
Ser + Hydro | 89.9 | 96.4 | 87.5 | 0.79 | 82.7 | 64.8 | 90.9 | 0.59 |
Ser + SS | 91.7 | 96.3 | 90.1 | 0.83 | 82.4 | 62.9 | 91.3 | 0.58 |
Thr | 92.0 | 93.6 | 92.4 | 0.84 | 86.8 | 74.8 | 93.3 | 0.70 |
Thr + SA | 91.8 | 91.4 | 93.2 | 0.83 | 85.8 | 72.5 | 93.5 | 0.69 |
Thr + Hydro | 91.1 | 91.8 | 92.2 | 0.82 | 85.9 | 73.0 | 93.3 | 0.69 |
Thr + SS | 91.0 | 91.8 | 92.1 | 0.82 | 87.2 | 74.7 | 94.6 | 0.72 |
Asn | 92.8 | 96.6 | 91.8 | 0.85 | 90.3 | 83.8 | 94.6 | 0.79 |
Asn + SA | 94.0 | 95.7 | 94.3 | 0.88 | 89.3 | 81.9 | 94.5 | 0.77 |
Asn + Hydro | 92.4 | 95.2 | 91.9 | 0.84 | 90.1 | 82.5 | 94.8 | 0.78 |
Asn + SS | 93.2 | 96.4 | 92.4 | 0.86 | 89.3 | 79.8 | 94.9 | 0.76 |