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

VernacularTitle:生物医学领域基于知识图谱的知识发现方法综述
Author: Jiayue MEI ¹ ; Jia SUN ; Yuefang HOU
Author Information

1. 中国医科大学健康管理学院沈阳 110122
Keywords: biomedicine; knowledge graph; knowledge discovery
From: Journal of Medical Informatics 2024;45(1):45-51
CountryChina
Language:Chinese
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.