Application of Multilabel Learning Using the Relevant Feature for Each Label in Chronic Gastritis Syndrome Diagnosis

Table 4

Comparison of recognition accuracy for six common syndromes.

Syndromes; (Patterns)	ML-kNN	ECC	BSVM	BP-MLL	Rank-SVM	REAL
Damp-heat accumulating in the spleen-stomach	0.869±0.036	0.899±0.025	0.884±0.025	0.247±0.035	0.880±0.028	0.901±0.030
Dampness obstructing the spleen-stomach	0.737±0.044	0.789±0.052	0.800±0.035	0.683±0.052	0.762±0.044	0.830±0.038
Spleen-stomach qi deficiency	0.689±0.065	0.741±0.037	0.712±0.023	0.538±0.039	0.679±0.068	0.699±0.041
Spleen-stomach deficiency cold	0.966±0.017	0.958±0.019	0.943±0.027	0.966±0.017	0.793±0.036	0.966±0.023
Liver stagnation	0.827±0.056	0.820±0.043	0.826±0.049	0.831±0.054	0.801±0.047	0.840±0.063
Stagnated heat in liver-stomach	0.908±0.023	0.906±0.034	0.901±0.030	0.910±0.022	0.799±0.048	0.910±0.019