Inquiry diagnosis of coronary heart disease in Chinese medicine based on symptom-syndrome interactions

Chinese Medicine

Table 12 Statistical Results of TPR, TNR and G-means by using SVM and KNN with RAD and MRMR or without symptom selection

Syndrome		1	2	3	5	6	7	Average
No Symptom Selection- SVM	TPR	0.708	0.463	0.729	0.472	0.799	0.906	0.680
	TNR	0.411	0.770	0.535	0.602	0.516	0.667	0.583
	G-m	0.539	0.597	0.625	0.533	0.642	0.777	0.630
RAD-SVM	TPR	0.723	0.518	0.786	0.588	0.796	0.771	0.713
	TNR	0.429	0.781	0.547	0.536	0.592	0.865	0.609
	G-m	0.557	0.636	0.656	0.561	0.686	0.817	0.652
MRMR-SVM	TPR	0.955	0.337	0.131	0.412	0.955	0.020	0.468
	TNR	0.070	0.893	0.970	0.704	0.027	0.970	0.606
	G-m	0.259	0.549	0.356	0.539	0.161	0.141	0.334
No Symptom Selection- KNN	TPR	0.757	0.553	0.439	0.461	0.826	0.534	0.595
	TNR	0.380	0.795	0.732	0.657	0.673	0.784	0.670
	G-m	0.536	0.663	0.567	0.550	0.746	0.647	0.631
RAD-KNN	TPR	0.749	0.670	0.509	0.485	0.887	0.522	0.607
	TNR	0.391	0.712	0.729	0.663	0.704	0.851	0.706
	G-m	0.541	0.691	0.601	0.567	0.790	0.667	0.643
MRMR-KNN	TPR	1.000	0.401	0.170	0.354	0.942	0.161	0.505
	TNR	0.146	0.901	0.981	0.783	0.018	0.897	0.621
	G-m	0.382	0.601	0.409	0.526	0.130	0.379	0.405

ISSN: 1749-8546