A clustering method of Chinese medicine prescriptions based on modified firefly algorithm

被引:2
|
作者
Yuan Feng [1 ,2 ,3 ]
Liu Hong [1 ,2 ]
Chen Shou-qiang [4 ]
Xu Liang [5 ]
机构
[1] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250014, Peoples R China
[2] Shandong Normal Univ, Shandong Prov Key Lab Distributed Comp Software N, Jinan 250014, Peoples R China
[3] Shandong Management Univ, Sch Informat Engn, Jinan 250357, Peoples R China
[4] Shandong Univ Tradit Chinese Med, Hosp 2, Ctr Heart, Jinan 250001, Peoples R China
[5] Shandong Univ Tradit Chinese Med, Sch Tradit Chinese Med, Jinan 250014, Peoples R China
基金
中国国家自然科学基金;
关键词
clustering; firefly algorithm; simulated annealing algorithm; Chinese medicine prescriptions; OPTIMIZATION;
D O I
10.1007/s11655-015-2445-2
中图分类号
R [医药、卫生];
学科分类号
10 ;
摘要
This paper is aimed to study the clustering method for Chinese medicine (CM) medical cases. The traditional K-means clustering algorithm had shortcomings such as dependence of results on the selection of initial value, trapping in local optimum when processing prescriptions form CM medical cases. Therefore, a new clustering method based on the collaboration of firefly algorithm and simulated annealing algorithm was proposed. This algorithm dynamically determined the iteration of firefly algorithm and simulates sampling of annealing algorithm by fitness changes, and increased the diversity of swarm through expansion of the scope of the sudden jump, thereby effectively avoiding premature problem. The results from confirmatory experiments for CM medical cases suggested that, comparing with traditional K-means clustering algorithms, this method was greatly improved in the individual diversity and the obtained clustering results, the computing results from this method had a certain reference value for cluster analysis on CM prescriptions.
引用
收藏
页码:941 / 946
页数:6
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