Research Article
Deep Learning Based Syndrome Diagnosis of Chronic Gastritis
Table 3
Results of recognition accuracy (%) for six common syndromes (mean ± std.).
| Syndromes (patterns) | ML-kNN | BSVM | BP-MLL | Rank-SVM | DBN |
| Damp-heat accumulating in the spleen-stomach | 86.9 ± 3.6 | 88.4 ± 2.5 | 24.7 ± 3.5 | 88.0 ± 2.8 | 90.1 ± 0.024 | Dampness obstructing the spleen-stomach | 73.7 ± 4.4 | 80.0 ± 3.5 | 68.3 ± 5.2 | 76.2 ± 4.4 | 81.2 ± 0.019 | Spleen-stomach qi deficiency | 68.9 ± 6.5 | 71.2 ± 2.3 | 53.8 ± 3.9 | 67.9 ± 6.8 | 75.3 ± 0.044 | Spleen-stomach deficiency cold | 96.6 ± 1.7 | 94.3 ± 2.7 | 96.6 ± 1.7 | 79.3 ± 3.6 | 96.6 ± 0.021 | Liver stagnation | 82.7 ± 5.6 | 82.6 ± 4.9 | 83.1 ± 5.4 | 81.0 ± 4.7 | 83.9 ± 0.028 | Stagnated heat in liver-stomach | 90.8 ± 2.3 | 90.1 ± 3.0 | 91.0 ± 2.2 | 79.9 ± 4.8 | 90.5 ± 0.030 |
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