Table 3 Results of syndrome models for inquiry diagnosis on each label by using ML-kNN, RankSVM, BPMLL and kNN on the 52-symptom subset
Syndromes | ML-kNN(%) | kNN(%) | RankSVM(%) | BPMLL(%) |
|---|---|---|---|---|
z1 | 60.3 ± 2.7 | 61.8 ± 2.4 | 61.1 ± 2.9 | 55.5 ± 3.4 |
z2 | 67.8 ± 3.1 | 68.8 ± 3.6 | 65.7 ± 3.5 | 63.5 ± 3.4 |
z3 | 61.1 ± 3.3 | 55.5 ± 3.5 | 54.4 ± 3.8 | 60.3 ± 3.7 |
z4 | 81.2 ± 2.4 | 73.4 ± 3.2 | 61.2 ± 4.6 | 71.6 ± 2.5 |
z5 | 54.9 ± 1.8 | 52.3 ± 2.3 | 58.0 ± 2.4 | 53.1 ± 2.9 |
z6 | 78.4 ± 4.1 | 73.9 ± 4.7 | 61.8 ± 4.9 | 72.7 ± 4.3 |