Table 2 Performance comparison of our proposed model and traditional methods on dataset. The A, Se, and Sp mean Accuracy, Sensitivity, and Specificity in the table
From: Effective attention-based network for syndrome differentiation of AIDS
Methods-(%) | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Syndromes | Naive Bayes | Â | Â | SVM | Â | Â | RF | Â | Â | MLP | Â | Â | ATT-MLP | Â | Â |
| Â | A | Se | Sp | A | Se | Sp | A | Se | Sp | A | Se | Sp | A | Se | Sp |
S1 | 73.8 | 60.2 | 80.6 | 70.4 | 58.7 | 76.3 | 81.1 | 72.7 | 85.2 | 77.9 | 65.3 | 84.2 | 85.2 | 77.1 | 89.2 |
S2 | 78.9 | 68.3 | 84.3 | 71.7 | 62.3 | 76.4 | 84.5 | 76.5 | 88.5 | 77.6 | 67.5 | 82.7 | 86.4 | 72.2 | 93.4 |
S3 | 69.9 | 61.1 | 74.3 | 69.0 | 59.4 | 73.9 | 83.6 | 73.9 | 88.5 | 76.2 | 65.9 | 81.3 | 83.5 | 66.5 | 92.0 |
S4 | 79.8 | 72.9 | 83.2 | 72.9 | 63.7 | 77.5 | 85.3 | 81.8 | 87.1 | 82.6 | 74.3 | 86.7 | 87.2 | 79.6 | 91.0 |
S5 | 66.7 | 57.1 | 71.4 | 71.5 | 61.7 | 76.4 | 81.4 | 80.5 | 81.8 | 66.7 | 55.2 | 72.4 | 85.9 | 74.8 | 91.4 |
S6 | 77.2 | 68.4 | 81.6 | 74.5 | 65.6 | 79.0 | 85.2 | 76.7 | 89.5 | 72.8 | 62.6 | 77.9 | 84.2 | 68.0 | 92.2 |
S7 | 77.7 | 70.1 | 81.4 | 76.0 | 66.2 | 80.9 | 80.2 | 71.0 | 84.8 | 78.1 | 69.2 | 82.5 | 87.6 | 83.7 | 89.6 |
Avg. | 74.8 | 65.4 | 79.5 | 72.3 | 62.5 | 77.2 | 83.0 | 76.1 | 86.5 | 76.0 | 65.7 | 81.1 | 85.7 | 74.6 | 91.3 |