基于LDA模型的中医药人工智能领域主题演化分析  

Analysis of Topic Evolution in the Field of Artificial Intelligence in Traditional Chinese Medicine Based on LDA Model

作　　者：陈琦 张君冬 郑婉婷 杨硕[1] Chen Qi;Zhang Jundong;Zheng Wanting;Yang Shuo(Institute of Information on Traditional Chinese Medicine,China Academy of Chinese Medical Sciences,Beijing 100700,China)

机构地区：[1]中国中医科学院中医药信息研究所,北京100700

出　　处：《世界科学技术-中医药现代化》2022年第9期3315-3324,共10页Modernization of Traditional Chinese Medicine and Materia Medica-World Science and Technology

基　　金：中央级公益性科研院所基本科研业务费专项资金资助(CI2021A05309):基于EBL的中医临床研究知识服务平台关键技术研究,负责人:杨硕;中央级公益性科研院所基本科研业务费专项资金资助(ZC201906):基于学科建设的教育信息管理系统构建研究,负责人:杨硕

摘　　要：目的梳理总结中医药人工智能领域近40年的研究情况,分析该领域研究主题演化过程,发现热点主题和研究前沿。方法本研究检索了CNKI和WOS中中医药人工智能领域的文献,根据生命周期理论划分不同时间片,将文献摘要作为研究对象,采用LDA主题模型挖掘文本主题,分析主题的演化过程,识别热点主题。结果纳入中英文文献2750篇,根据生命周期理论划分中医药人工智能领域发展阶段,分别建立全局和各阶段的LDA模型,挖掘出全局热点主题有中医专家系统、中医辅助诊断系统、中医药数据挖掘等,发现主题演化路径并进行可视化展示。结论中医药与人工智能主要的结合点在中医智能系统、中医药知识组织和中医智能诊疗机器人这3方面,这3个方向的研究均离不开神经网络技术的支持,同时也结合了关联规则发现、复杂网络研究等方法。Objective Summarize the research situation in the field of artificial intelligence of traditional Chinese medicine in the past 40 years,analyze the evolution process of research topics in the field,and discover hot topics and research frontiers.Method We searched papers in the field of artificial intelligence of traditional Chinese medicine in CNKI and WOS,divided time slices according to the life cycle theory,mine text topics using LDA model and analyzed the evolution process of the topics to identify hot topics.Result A total of 1995 Chinese literatures are included in this paper.We divided the development stages of the field of artificial intelligence in Chinese medicine according to the life cycle theory,established the LDA models of the overall and each stage,and mine the global hot topics such as Chinese medicine expert system,Chinese medicine auxiliary diagnosis system,Chinese medicine data mining,etc.We also discovered and visualized evolution path of the topics in artificial intelligence of TCM.Conclusion The integration parts of Chinese medicine and artificial intelligence are in the three aspects of Chinese medicine intelligent system,Chinese knowledge organization and Chinese medicine intelligent diagnosis and treatment robot.Research in these three directions were main supported by neural networks,association rules and complex networks.

关 键 词：中医药 人工智能 LDA 主题演化 研究热点 

分 类 号：TP18[自动化与计算机技术—控制理论与控制工程] TP391.1[自动化与计算机技术—控制科学与工程] R2-03[医药卫生—中医学]