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医学领域知识融合研究进展

彭琳 宋珺 熊玲珠 杜建强 叶青 刘安栋

计算机工程与应用2024,Vol.60Issue(9):48-64,17.
计算机工程与应用2024,Vol.60Issue(9):48-64,17.DOI:10.3778/j.issn.1002-8331.2309-0406

医学领域知识融合研究进展

Advances in Knowledge Fusion Research in Medical Domain

彭琳 1宋珺 1熊玲珠 1杜建强 1叶青 1刘安栋1

作者信息

  • 1. 江西中医药大学 计算机学院,南昌 330004
  • 折叠

摘要

Abstract

Knowledge fusion in the medical domain aims to integrate medical knowledge scattered in various knowledge graphs or different data sources to form a more comprehensive knowledge graph,which plays a promoting role in improving knowledge quality,expanding scale,augmenting the utilization and sharing of medical knowledge,and so on.Around the issues and solutions of knowledge fusion,firstly,the definition,evaluation indexes and datasets in medical knowledge fusion are systematically sorted out.The problems and challenges in the process of knowledge fusion are discussed.Then,from the two dimensions of problems and technologies,the advantages and disadvantages of various methods for entity align-ment and entity linking tasks in current knowledge fusion are summarized.The solutions for each type in medical knowl-edge fusion are discussed and summarized in detail.Finally,the paper summarizes and looks at the development direction of knowledge fusion in medical domain.

关键词

医学领域/知识融合/实体对齐/实体链接

Key words

medical domain/knowledge fusion/entity alignment/entity linking

分类

信息技术与安全科学

引用本文复制引用

彭琳,宋珺,熊玲珠,杜建强,叶青,刘安栋..医学领域知识融合研究进展[J].计算机工程与应用,2024,60(9):48-64,17.

基金项目

江西省教育厅科技计划项目(GJJ201232) (GJJ201232)

江西省学位与研究生教育教学改革研究项目(JXYJG-2019-116) (JXYJG-2019-116)

校级重点学科资助项目(2023jzzdxk027) (2023jzzdxk027)

国家自然科学基金(82260988). (82260988)

计算机工程与应用

OA北大核心CSTPCD

1002-8331

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