医学信息学杂志2024,Vol.45Issue(1) :45-51.DOI:10.3969/j.issn.1673-6036.2024.01.008

生物医学领域基于知识图谱的知识发现方法综述

A Review of the Knowledge Discovery Methods Based on Knowledge Graph in the Biomedical Field

梅佳月 孙佳 侯跃芳
医学信息学杂志2024,Vol.45Issue(1) :45-51.DOI:10.3969/j.issn.1673-6036.2024.01.008

生物医学领域基于知识图谱的知识发现方法综述

A Review of the Knowledge Discovery Methods Based on Knowledge Graph in the Biomedical Field

梅佳月 1孙佳 1侯跃芳1
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作者信息

  • 1. 中国医科大学健康管理学院 沈阳 110122
  • 折叠

摘要

目的/意义 综述生物医学领域基于知识图谱的知识发现方法,为科研人员提供参考.方法/过程 通过系统检索及阅读分析相关文献,总结基于知识图谱的知识发现方法,对比各类知识发现方法的优势和不足;指出现阶段生物医学领域基于知识图谱的知识发现方法的局限性和挑战,并提出建议和展望.结果/结论 未来研究应提升知识发现结果的可解释性,构建有效的结果评估框架,建立规范化、多领域专家协同的知识发现流程,提高知识发现研究的质量和效率.

Abstract

Purpose/Significance To review the knowledge discovery methods based on knowledge graph in the biomedical field,and to provide references for researchers.Methods/Process The paper summarizes the knowledge discovery methods based on knowledge graph by systematically searching and analyzing the relevant literatures,and compares the advantages and disadvantages of various knowl-edge discovery methods.It points out that the limitations and challenges of knowledge discovery methods based on knowledge graph in the biomedical field,and puts forward suggestions and prospects.Result/Conclusion In the future research,it is suggested to improve the in-terpretability of knowledge discovery results,build an effective result evaluation framework,and establish a standardized knowledge dis-covery process with multi-domain experts'collaboration,so as to improve the quality and efficiency of knowledge discovery research.

关键词

生物医学/知识图谱/知识发现

Key words

biomedicine/knowledge graph/knowledge discovery

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基金项目

辽宁省教育厅科学研究经费项目(人文社科类基础研究项目)(JCRW2020005)

出版年

2024
医学信息学杂志
中国医学科学院

医学信息学杂志

CSTPCD
影响因子:1.348
ISSN:1673-6036
参考文献量16
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