Matches in SemOpenAlex for { <https://semopenalex.org/work/W2931133407> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W2931133407 endingPage "488" @default.
- W2931133407 startingPage "476" @default.
- W2931133407 abstract "Knowledge graphs (KGs) are large scale multi-relational directed graph, which comprise a large amount of triplets. Embedding knowledge graphs into continuous vector space is an essential problem in knowledge extraction. Many existing knowledge graph embedding methods focus on learning rich features from entities and relations with increasingly complex feature engineering. However, they pay little attention on the order information of triplets. As a result, current methods could not capture the inherent directional property of KGs fully. In this paper, we explore knowledge graphs embedding from an ingenious perspective, viewing a triplet as a fixed length sequence. Based on this idea, we propose a novel recurrent knowledge graph embedding method RKGE. It uses an order keeping concatenate operation and a shared sigmoid layer to capture order information and discriminate fine-grained relation-related information. We evaluate our method on knowledge graph completion on benchmark data sets. Extensive experiments show that our approach outperforms state-of-the-art baselines significantly with relatively much lower space complexity. Especially on sparse KGs, RKGE achieves a 86.5% improvement at Hits@1 on FB15K-237. The outstanding results demonstrate that the order information of triplets is highly beneficial for knowledge graph embedding." @default.
- W2931133407 created "2019-04-11" @default.
- W2931133407 creator A5038949921 @default.
- W2931133407 creator A5043182263 @default.
- W2931133407 creator A5058091732 @default.
- W2931133407 creator A5072074260 @default.
- W2931133407 creator A5086465211 @default.
- W2931133407 date "2019-01-01" @default.
- W2931133407 modified "2023-09-25" @default.
- W2931133407 title "Knowledge Graph Embedding with Order Information of Triplets" @default.
- W2931133407 cites W1426956448 @default.
- W2931133407 cites W2016753842 @default.
- W2931133407 cites W2081580037 @default.
- W2931133407 cites W2094728533 @default.
- W2931133407 cites W2184957013 @default.
- W2931133407 cites W2250184916 @default.
- W2931133407 cites W2250342289 @default.
- W2931133407 cites W2250911766 @default.
- W2931133407 cites W2283196293 @default.
- W2931133407 cites W2433281745 @default.
- W2931133407 cites W2728059831 @default.
- W2931133407 cites W2808652502 @default.
- W2931133407 cites W2963359213 @default.
- W2931133407 cites W2963485453 @default.
- W2931133407 doi "https://doi.org/10.1007/978-3-030-16142-2_37" @default.
- W2931133407 hasPublicationYear "2019" @default.
- W2931133407 type Work @default.
- W2931133407 sameAs 2931133407 @default.
- W2931133407 citedByCount "1" @default.
- W2931133407 countsByYear W29311334072020 @default.
- W2931133407 crossrefType "book-chapter" @default.
- W2931133407 hasAuthorship W2931133407A5038949921 @default.
- W2931133407 hasAuthorship W2931133407A5043182263 @default.
- W2931133407 hasAuthorship W2931133407A5058091732 @default.
- W2931133407 hasAuthorship W2931133407A5072074260 @default.
- W2931133407 hasAuthorship W2931133407A5086465211 @default.
- W2931133407 hasConcept C132525143 @default.
- W2931133407 hasConcept C154945302 @default.
- W2931133407 hasConcept C2987255567 @default.
- W2931133407 hasConcept C41008148 @default.
- W2931133407 hasConcept C41608201 @default.
- W2931133407 hasConcept C80444323 @default.
- W2931133407 hasConceptScore W2931133407C132525143 @default.
- W2931133407 hasConceptScore W2931133407C154945302 @default.
- W2931133407 hasConceptScore W2931133407C2987255567 @default.
- W2931133407 hasConceptScore W2931133407C41008148 @default.
- W2931133407 hasConceptScore W2931133407C41608201 @default.
- W2931133407 hasConceptScore W2931133407C80444323 @default.
- W2931133407 hasLocation W29311334071 @default.
- W2931133407 hasOpenAccess W2931133407 @default.
- W2931133407 hasPrimaryLocation W29311334071 @default.
- W2931133407 hasRelatedWork W2604454537 @default.
- W2931133407 hasRelatedWork W2898993578 @default.
- W2931133407 hasRelatedWork W2923818335 @default.
- W2931133407 hasRelatedWork W2965608837 @default.
- W2931133407 hasRelatedWork W3099554319 @default.
- W2931133407 hasRelatedWork W3129758539 @default.
- W2931133407 hasRelatedWork W4226361842 @default.
- W2931133407 hasRelatedWork W4295308640 @default.
- W2931133407 hasRelatedWork W3091859325 @default.
- W2931133407 hasRelatedWork W3129794543 @default.
- W2931133407 isParatext "false" @default.
- W2931133407 isRetracted "false" @default.
- W2931133407 magId "2931133407" @default.
- W2931133407 workType "book-chapter" @default.