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
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)