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