as well as the interactions between these entities, in terms of graph vertices (\(V\)) and edges (\(E\)) connecting these vertices. The edges reflect relationships between real-world things whereas the vertices represent real-world entities. The edges of the...
Nevertheless, comparing with the large amounts of publications on machine learning applications in geosciences, summaries and reviews of geoscience KGs are still limited. The aim of this paper is to present a comprehensive review of KG construction and implementation in geosciences. It consists of ...
A KG is a directed graph (G), whereG=(V,E). This notation depicts the relationship between entities, as well as the interactions between these entities, in terms of graph vertices (V) and edges (E) connecting these vertices. The edges reflect relationships between real-world things whereas...
The aim of this paper is to present a comprehensive review of KG construction and implementation in geosciences. It consists of four major parts: 1) concepts relevant to KG and approaches for KG construction, 2) KG application in data collection, curation, and service, 3) KG application in ...
knowledge graph systems in the relevant literature.In particular,our introduction includes the concept origin,development,and eventual formation of the knowledge graph,various data sources for the knowledge graph,the ontology construction and the entity extraction,and the process of knowledge mining,...
intelligent fault diagnostics and prognostics framework based on GNN is established to illustrate how the proposed guideline works. In this framework, three types of graph construction methods are provided, and seven kinds of graph convolutional networks (GCNs) with four different graph pooling methods...
论文题目:A Speech-to-Knowledge-Graph Construction System 作者:Xiaoyi Fu,Jie Zhang,Hao Yu,Jiachen Li,Dong Chen,Jie Yuan,Xindong Wu 单位:Mininglamp Academy of Sciences, Mininglamp Technology, Beijing, China Research Institute of Big Knowledge, Hefei University of Technology, China 链接:A Speech-to-...
Knowledge graph construction: Fast inserts into a Wikibase instance wikidata knowledge-graph wikibase knowledge-graph-construction knowledgegraph knowledge-graphs Updated Feb 3, 2022 Python pykeen / benchmarking Star 35 Code Issues Pull requests 📊 Results from the reproducibility and bench...
knowledge graph, a map, and a schematic diagram. Furthermore, we discuss the organization of GeoKG by improving existing data models, developing spatiotemporal correlation indexing and advancing knowledge graph completion. The concrete construction process of GeoKG is analyzed thoroughly in this study, ...
Knowledge graph embedding methods for entity alignment: experimental review ArticleOpen access29 June 2023 GSEA: Global Structure-Aware Graph Neural Networks for Entity Alignment Chapter© 2025 Self-learning and embedding based entity alignment