摘要
目的 探讨中医治未病知识库与知识挖掘系统的构建思路和应用方法.方法 以中医理论为指导,首先梳理中医治未病知识体系,根据中医治未病分类方法,设计中医治未病知识库结构及其关系;其次从治未病研究的需求出发,拟定中医治未病数据库的古今文献数据来源及知识采集方法;之后在治未病分类体系框架下,对核心知识进行专业标注、关系提取、知识审核等方面进行研究,并引入多种数据挖掘算法对知识进行分析发掘;最后将获得的海量资料与大数据分析、计算机机器学习相结合,从而实现智能化信息采集、病情分析和诊疗建议.结果 在中医理论指导下的中医治未病知识库能够数字化、数据化、知识化的保存中医治未病基础知识、临床知识,并可以客观化的进行数据挖掘分析,为开展中医治未病知识服务和共享提供基础.结论 中医治未病知识库是进行中医治未病知识数字化存储的重要方式,为中医治未病研究提供文献知识支撑和数据挖掘的客观化证据.
Abstract
Objective To explore the construction idea and application method of knowledge base and knowledge mining system for the prevention and treatment of diseases in traditional Chinese medicine.Methods Guided by the theory of traditional Chinese medicine(TCM),firstly,the knowledge system of TCM Prevention and treatment was sorted out,and the structure and relationship of TCM Prevention and treatment knowledge base were designed according to the classification method of TCM Prevention and treatment;Secondly,according to the needs of pre treatment research,the ancient and modern literature data sources and knowledge collection methods of TCM pre treatment database are proposed;Then,under the framework of the pre treatment classification system,the core knowledge is studied in the aspects of professional annotation,relationship extraction,knowledge audit,and a variety of data mining algorithms are introduced to analyze and mine the knowledge;Finally,the massive data obtained are combined with big data analysis and computer machine learning to realize intelligent information collection,disease analysis and diagnosis and treatment suggestions.Results Under the guidance of traditional Chinese medicine theory,the knowledge base of traditional Chinese medicine for prevention and treatment of diseases can digitize,digitize and intellectualize the basic knowledge and clinical knowledge of traditional Chinese medicine for prevention and treatment of diseases,and can objectively mine and analyze the data,providing a basis for the service and sharing of knowledge of traditional Chinese medicine for prevention and treatment of diseases.Conclusion The knowledge base of TCM Prevention and treatment is an important way for the digital storage of TCM Prevention and treatment knowledge,and provides literature knowledge support and objective evidence of data mining for TCM Prevention and treatment research.
基金项目
国家科技部国家重点研发计划中医药现代化研究重点专项(2018 YFC1704700)
国家科技期刊平台
NSTL
万方数据