In this paper, based on common-sense concepts information of entities from a concept graph, we propose aKnowledge Graph Embedding with Concepts (KEC)model that embeds entities and concepts of entities jointly i
A knowledge graph can show the process of knowledge development and the relationship between the structure through a series of different graphics and can also describe knowledge resources and their carriers by visualization technology. Its nodes represent entities or concepts, and its edges represent var...
Guan NN, Song DD, Liao LJ (2019) Knowledge graph embedding with concepts. Knowl-Based Syst 164:38–44 Article Google Scholar Trouillon T, Welbl J, Riedel S, Gaussier É, Bouchard G (2016) Complex embeddings for simple link prediction. In: Proceedings of the 33rd international conferenc...
"Knowledge graph embedding with concepts". Knowledge-based Systems 2019. Sci 2. Impact 5.921. Cite 24. paper 🔥 💥 (ProjFE) Huajing Liu, Luyi Bai, Xiangnan Ma, Wenting Yu, Changming Xu. "ProjFE: Prediction of fuzzy entity and relation for knowledge graph completion". Applied Soft ...
内容提示: Differentiating Concepts and Instances for Knowledge Graph EmbeddingXin Lv, Lei Hou ∗ , Juanzi Li, Zhiyuan LiuDepartment of Computer Science and Technology,Tsinghua University, China 100084{lv-x18@mails.,houlei@,lijuanzi@,liuzy@}tsinghua.edu.cnAbstractConcepts, which represent a group...
知识(Knowledge)可以理解为 精炼的数据,知识图谱(Knowledge Graph)即是对知识的图形化表示,本质上是一种大规模语义网络 (semantic network) – 富含实体(entity)、 概念(concepts) 及其之间的各种语义关系 (semantic relationships),比如 知识图谱和人工智能: ...
To use educational resources efficiently and dig out the nature of relations among MOOCs (massive open online courses), a knowledge graph was built for MOO
In this section, the concepts construct in the background of the study are expressed. First, a brief explanation of knowledge graphs will be provided. Then, the knowledge graph embedding techniques employed in proposed solutions were mentioned. In the real world, taking the form of a graph in...
is the predecessor of the knowledge graph. The semantic network focuses more on describing the relationship between concepts and concepts, while the knowledge graph is more inclined to describe the association between entities. The emergence of knowledge graphs is more in line with the development tre...
3.1. Knowledge graph concepts Knowledge graphs are data graphs used to convey knowledge about the real world, with nodes representing entities of interest and edges representing different relations between these entities (Hogan et al., 2022). They focus on knowledge instances rather than a schema th...