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基于Neo4j的IT技术学习知识图谱系统设计与研究

刘美瑜 刘雪松 杨武川 谭丹怡 王鸣锐 李宇雁

现代信息科技2025,Vol.9Issue(16):113-119,7.
现代信息科技2025,Vol.9Issue(16):113-119,7.DOI:10.19850/j.cnki.2096-4706.2025.16.020

基于Neo4j的IT技术学习知识图谱系统设计与研究

Design and Research of IT Technology Learning Knowledge Graph System Based on Neo4j

刘美瑜 1刘雪松 1杨武川 1谭丹怡 1王鸣锐 1李宇雁1

作者信息

  • 1. 吉林农业科技学院,吉林 吉林 132101
  • 折叠

摘要

Abstract

Aiming at the problem of information asymmetry between IT technology education supply and industrial demand,this study designs an IT technology learning Knowledge Graph system based on Neo4j graph database and ES.The system integrates multi-source heterogeneous data such as courses,skills,learning resources and enterprise positions,constructs a cross-dimensional knowledge association network,and realizes dynamic optimization of learning paths and accurate matching of job capabilities.The system innovatively constructs the Knowledge Graph of user ability training program,quantifies the skill level of learners,and analyzes the matching degree with job requirements through Knowledge Graph mapping.The experimental results show that the system resource utilization and job matching accuracy are significantly improved,and the learning efficiency and employment matching degree are effectively improved.This research has important practical value for optimizing the matching mechanism of talent supply and demand,and provides a feasible scheme for the precise employment of students in the IT industry.

关键词

知识图谱/Neo4j/IT技术学习/实体提取/知识存储

Key words

Knowledge Graph/Neo4j/IT technology learning/entity extraction/knowledge storage

分类

信息技术与安全科学

引用本文复制引用

刘美瑜,刘雪松,杨武川,谭丹怡,王鸣锐,李宇雁..基于Neo4j的IT技术学习知识图谱系统设计与研究[J].现代信息科技,2025,9(16):113-119,7.

基金项目

吉林省大学生创新创业项目(S202411439064) (S202411439064)

现代信息科技

2096-4706

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