高校大学生思政信息化教育知识图谱的构建

IF 3.1 Q1 Mathematics Applied Mathematics and Nonlinear Sciences Pub Date : 2024-01-01 DOI:10.2478/amns-2024-0185
Yu Zheng
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引用次数: 0

摘要

本文结合知识图谱的相关知识,在模式层以本体库的形式存储和管理意识形态知识。改进了基于 Bootstrapping 的提取方法,用于数据层的实体关系提取,并增加了语义约束关系,以减少提取偏差问题。通过众包的属性提取,确定了思政教育的特征属性。针对实体提取中的实体配准问题,联合使用关系三元组和属性三元组进行实体向量表征,提出了基于BERT和TransE的实体配准模型。最后,在知识图谱的测试过程中,70%以上的大学生表示满意,在知识建构的维度上,大学生同意和非常同意的比例分别为68.81%、77.92%和75.63%。在使用过知识图谱的大学生积极心理品质的六个维度中,勇气维度的数据从3.4显著上升到4.14,其他维度的数据也有所上升。本文构建的知识图谱在公民信息教育中的表现十分突出。
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Construction of Knowledge Mapping of College Students’ Civic and Political Informatization Education in Colleges and Universities
This paper combines the knowledge related to the Knowledge Graph to store and manage the ideological knowledge in the schema layer in the form of an ontology repository. The Bootstrapping-based extraction method has been improved for entity relationship extraction at the data layer, and semantically constrained relationships have been added to reduce the problem of extraction bias. Civics education’s characteristic attributes are identified through attribute extraction using crowdsourcing. For the entity alignment problem in entity extraction, the relationship triad and attribute triad are jointly used for entity vector characterization, and the entity alignment model based on BERT and TransE is proposed. Finally, in the process of testing knowledge mapping, more than 70% of college students were satisfied, and the percentage of college students agreeing and strongly agreeing in the dimensions of knowledge construction were 68.81%, 77.92%, and 75.63%, respectively. In the six dimensions of positive psychological quality of college students who have used knowledge mapping, there is a significant increase in the data of the courage dimension from 3.4 to 4.14, and the other dimensions have also increased. The performance of the knowledge graph constructed in this paper for civic information education is outstanding.
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来源期刊
Applied Mathematics and Nonlinear Sciences
Applied Mathematics and Nonlinear Sciences Engineering-Engineering (miscellaneous)
CiteScore
2.90
自引率
25.80%
发文量
203
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