Syndrome Differentiation for Deficiency Syndromes in Traditional Chinese Medicine Based on Fuzzy Sets

被引:0
|
作者
Lin, Po-shen [1 ]
Lin, Nai-wei [1 ]
Yeh, Ming-hsien [2 ,4 ]
Yeh, Chia-chou [3 ,4 ]
Chiu, Hung-pin [5 ]
Wu, Mei-chun [5 ]
机构
[1] Natl Chung Cheng Univ, Dept Comp Sci & Informat Engn, Chiayi 621301, Taiwan
[2] Buddhist Tzu Chi Med Fdn, Dalin Tzu Chi Hosp, Dept Chinese Med, Chiayi 622401, Taiwan
[3] Buddhist Tzu Chi Med Fdn, San Yi Tzu Chi Hosp, Dept Chinese Med, Miaoli 367004, Taiwan
[4] Chinese Med Tzu Chi Univ, Sch Post Baccalaureate, Hualien 970374, Taiwan
[5] Nanhua Univ, Dept Informat Management, Chiayi 622301, Taiwan
关键词
traditional Chinese medicine; syndrome differentiation; deficiency syndromes; fuzzy sets;
D O I
10.6688/JISE.202309_39(5).0005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A disease in traditional Chinese medicine is defined as a sequence of syndromes. The diagnosis of syndromes in traditional Chinese medicine is called syndrome differentiation. The construction of a syndrome differentiation system directly from clinical medical records using machine learning is still infeasible due to the lack of standardization of symptoms and syndromes in current clinical medical records. This article proposes a sophisticated approach to developing a syndrome differentiation system for 18 deficiency syndromes according to the knowledge of textbooks. This approach defines the syndrome dif-ferentiation problem as a membership problem of fuzzy sets. This approach designs a num-ber of membership functions for fuzzy sets of syndromes based on a symptom grouping scheme and a symptom weighing scheme. Symptoms are grouped according to syndrome location, cause, and mechanism in the symptom grouping scheme. The symptom weighing scheme assigns exponentially decreasing weights to symptoms in each symptom group. An experimental evaluation based on a benchmark of 50 case reports shows that the pro-posed membership functions are very practical based on three differentiation metrics. This syndrome differentiation system can produce clinical medical records with standard symp-toms and syndromes. In the future, these standard clinical medical records can be utilized to construct syndrome differentiation systems using machine learning.
引用
收藏
页码:1079 / 1100
页数:22
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