Knowledge Graph Embedding Model with Entity Description on Cement Manufacturing Domain
To address the problem that many knowledge graph embedding models lack the consideration of semantic information when performing knowledge embedding and cannot extract the semantic information of entities specialized in cement manufactu-ring domain well.The entity description text is added to the embedding work of cement manufacturing domain knowledge graph(CMFKG),and the knowledge graph embedding with entity description model(KGEED)is proposed,which adopts the TransE model to get the embedding of structural information of CMFKG.The CNN-based entity description embedding module is used to obtain the semantic-based embedding of CMFKG,and the triples of structural information embedding and semantic information embedding are fused with CNN,so that the rich entity description text information of the knowledge graph in cement manufactu-ring domain can be well considered.Experiments show that the model achieves good results in the embedding work of the know-ledge graph in cement manufacturing domain.
Cement manufacturing domainKnowledge graphEntity description embeddingEntity link
万方数据
维普
