Table 2 Results of syndrome models for inquiry diagnosis on total labels by using ML-kNN, RankSVM, BPMLL and kNN with different symptom subsets
symptoms | Average_Precision(%) | |||
|---|---|---|---|---|
| Â | ML-kNN | kNN | RankSVM | BPMLL |
125 | 76.2 ± 3.1 | 74.2 ± 3.3 | 70.9 ± 3.1 | 76.1 ± 3.8 |
106 | 76.6 ± 2.7 | 73.7 ± 3.3 | 71.0 ± 3.4 | 75.0 ± 3.3 |
83 | 76.8 ± 2.4 | 75.0 ± 3.1 | 74.3 ± 2.9 | 75.8 ± 3.4 |
64 | 76.6 ± 2.9 | 75.3 ± 2.9 | 74.4 ± 2.8 | 73.9 ± 3.9 |
52 | 78.0 ± 2.4 | 74.7 ± 2.3 | 73.3 ± 2.6 | 75.1 ± 2.7 |
32 | 75.7 ± 3.2 | 73.7 ± 3.5 | 72.1 ± 2.9 | 75.0 ± 2.7 |
21 | 74.9 ± 2.9 | 73.2 ± 3.8 | 70.5 ± 3.5 | 74.4 ± 3.3 |
symptoms | Coverage | |||
| Â | ML-kNN | kNN | RankSVM | BPMLL |
125 | 3.28 ± 0.32 | 3.44 ± 0.23 | 3.47 ± 0.28 | 3.30 ± 0.35 |
106 | 3.28 ± 0.27 | 3.41 ± 0.31 | 3.43 ± 0.28 | 3.52 ± 0.32 |
83 | 3.29 ± 0.28 | 3.46 ± 0.28 | 3.38 ± 0.29 | 3.32 ± 0.38 |
64 | 3.22 ± 0.23 | 3.43 ± 0.23 | 3.48 ± 0.29 | 3.41 ± 0.28 |
52 | 3.21 ± 0.24 | 3.43 ± 0.21 | 3.38 ± 0.35 | 3.34 ± 0.27 |
32 | 3.25 ± 0.31 | 3.49 ± 0.35 | 3.41 ± 0.25 | 3.43 ± 0.23 |
21 | 3.26 ± 0.32 | 3.51 ± 0.35 | 3.53 ± 0.36 | 3.42 ± 0.35 |
symptoms | Ranking_Loss | |||
| Â | ML-kNN | kNN | RankSVM | BPMLL |
125 | 0.290 ± 0.031 | 0.394 ± 0.044 | 0.384 ± 0.032 | 0.291 ± 0.036 |
106 | 0.283 ± 0.029 | 0.390 ± 0.037 | 0.351 ± 0.035 | 0.311 ± 0.031 |
83 | 0.277 ± 0.024 | 0.388 ± 0.037 | 0.329 ± 0.031 | 0.337 ± 0.029 |
64 | 0.266 ± 0.032 | 0.384 ± 0.042 | 0.348 ± 0.040 | 0.330 ± 0.027 |
52 | 0.271 ± 0.028 | 0.379 ± 0.034 | 0.353 ± 0.036 | 0.309 ± 0.048 |
32 | 0.273 ± 0.047 | 0.402 ± 0.036 | 0.343 ± 0.042 | 0.294 ± 0.029 |
21 | 0.279 ± 0.041 | 0.414 ± 0.029 | 0.369 ± 0.044 | 0.321 ± 0.037 |