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基于LDA主题模型的中医药方剂相似度计算

朱志鹏 杜建强 刘英锋 喻芳 罗计根

计算机应用研究2017,Vol.34Issue(6):1668-1670,1676,4.
计算机应用研究2017,Vol.34Issue(6):1668-1670,1676,4.DOI:10.3969/j.issn.1001-3695.2017.06.015

基于LDA主题模型的中医药方剂相似度计算

Similarity calculation of traditional Chinese medicine prescriptions based on LDA topic model

朱志鹏 1杜建强 1刘英锋 2喻芳 1罗计根1

作者信息

  • 1. 江西中医药大学计算机学院,南昌330004
  • 2. 江西中医药大学岐黄医学院,南昌330004
  • 折叠

摘要

Abstract

Evaluation of TCM (traditional Chinese Medicine)prescription similarity mainly used the efficacy of prescriptions and indications function for similarity analysis,but the similarity was not quantitative and did not consider TCM prescription composition and implication relation of syndrome.This paper proposed LDA topic model to explore "prescription-syndrome typecomposition" implicit relations,transformed the "prescription-composition" into two probability distribution of "prescription-syn-drome type" and "syndrome type-composition",and used the KL divergence distance to calculate the similarity.In the TCM prescription data analysis and processing,the experimental results show that TCM prescription based on LDA topic model can be better to calculate the similarity,and can be a good reflection of the dialectical treatment of Chinese medicine.

关键词

LDA主题模型/古布斯采样/中医药信息/方剂相似度

Key words

LDA topic model/Gibbs sampling/TCM information/prescription similarity

分类

信息技术与安全科学

引用本文复制引用

朱志鹏,杜建强,刘英锋,喻芳,罗计根..基于LDA主题模型的中医药方剂相似度计算[J].计算机应用研究,2017,34(6):1668-1670,1676,4.

基金项目

国家自然科学基金资助项目(61363042) (61363042)

江西省自然科学基金重大项目(20152ACB20007) (20152ACB20007)

计算机应用研究

OA北大核心CSCDCSTPCD

1001-3695

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