From: Effective attention-based network for syndrome differentiation of AIDS
Methods | |||||||||||
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Syndromes | Naive Bayes | Â | SVM | Â | RF | Â | MLP | Â | ATT-MLP | Â | Â |
 | MCC | AUC | MCC | AUC | MCC | AUC | MCC | AUC | MCC | AUC | P |
S1 | 0.41 | 0.63 | 0.34 | 0.69 | 0.58 | 0.74 | 0.50 | 0.71 | 0.67 | 0.79 | <.001 |
S2 | 0.53 | 0.70 | 0.38 | 0.72 | 0.65 | 0.74 | 0.50 | 0.72 | 0.69 | 0.79 | <.001 |
S3 | 0.34 | 0.64 | 0.32 | 0.68 | 0.63 | 0.75 | 0.47 | 0.73 | 0.62 | 0.74 | <.001 |
S4 | 0.55 | 0.76 | 0.40 | 0.73 | 0.68 | 0.78 | 0.61 | 0.74 | 0.71 | 0.82 | <.001 |
S5 | 0.28 | 0.60 | 0.37 | 0.72 | 0.60 | 0.73 | 0.27 | 0.70 | 0.68 | 0.78 | <.001 |
S6 | 0.49 | 0.68 | 0.44 | 0.75 | 0.67 | 0.80 | 0.40 | 0.74 | 0.63 | 0.76 | <.001 |
S7 | 0.51 | 0.71 | 0.47 | 0.74 | 0.56 | 0.83 | 0.51 | 0.76 | 0.73 | 0.84 | <.001 |
Avg. | 0.44 | 0.68 | 0.39 | 0.72 | 0.62 | 0.77 | 0.47 | 0.73 | 0.67 | 0.79 | Â |