Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386012785> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4386012785 endingPage "121230" @default.
- W4386012785 startingPage "121230" @default.
- W4386012785 abstract "Graph neural networks have demonstrated significant power in learning graph representations for homogeneous networks. However, real-world network data can often be denoted by heterogeneous networks with different types of nodes and edges, such as social, traffic, and molecular networks. Network heterogeneity presents significant challenges for network analysis and mining. Motif-based hypergraphs preserve high-order proximity and capture composite semantic interactions. Because not all nodes and edges in the original network always exist in a specific hypergraph, it is essential that multiple motif-based hypergraphs are considered to enhance the network representation. Therefore, we propose a novel framework for exploring Multiple Motif-based Hypergraphs for Heterogeneous Graph Neural Networks to learn network representations, named MoH-HGNN, which leverages hypergraph convolution and attention operations to capture complex connectivity patterns. Specifically, we conducted two levels of attention networks with hierarchical structures, namely hyperedge-level attention to learn the importance among different types of nodes and comprehensive semantic-level attention to capture the importance of different types of motif structures. We extensively experimented on four real-world datasets to verify the effectiveness of our proposed framework." @default.
- W4386012785 created "2023-08-21" @default.
- W4386012785 creator A5004425429 @default.
- W4386012785 creator A5010715524 @default.
- W4386012785 creator A5024101693 @default.
- W4386012785 creator A5057327704 @default.
- W4386012785 date "2024-02-01" @default.
- W4386012785 modified "2023-10-11" @default.
- W4386012785 title "Exploring Multiple Hypergraphs for Heterogeneous Graph Neural Networks" @default.
- W4386012785 cites W2075010670 @default.
- W4386012785 cites W2153624566 @default.
- W4386012785 cites W2162630660 @default.
- W4386012785 cites W2743104969 @default.
- W4386012785 cites W2809343047 @default.
- W4386012785 cites W2892880750 @default.
- W4386012785 cites W2911286998 @default.
- W4386012785 cites W2952448092 @default.
- W4386012785 cites W2989789202 @default.
- W4386012785 cites W2999693458 @default.
- W4386012785 cites W3008903937 @default.
- W4386012785 cites W3024257429 @default.
- W4386012785 cites W3025114004 @default.
- W4386012785 cites W3085990079 @default.
- W4386012785 cites W3093516620 @default.
- W4386012785 cites W3128451008 @default.
- W4386012785 cites W3130483513 @default.
- W4386012785 cites W3154221903 @default.
- W4386012785 cites W3170813597 @default.
- W4386012785 cites W3173365306 @default.
- W4386012785 cites W3174836262 @default.
- W4386012785 cites W3190214286 @default.
- W4386012785 cites W3206855510 @default.
- W4386012785 cites W4210842377 @default.
- W4386012785 cites W4290944676 @default.
- W4386012785 cites W4294974586 @default.
- W4386012785 cites W4307125950 @default.
- W4386012785 cites W4315588234 @default.
- W4386012785 doi "https://doi.org/10.1016/j.eswa.2023.121230" @default.
- W4386012785 hasPublicationYear "2024" @default.
- W4386012785 type Work @default.
- W4386012785 citedByCount "0" @default.
- W4386012785 crossrefType "journal-article" @default.
- W4386012785 hasAuthorship W4386012785A5004425429 @default.
- W4386012785 hasAuthorship W4386012785A5010715524 @default.
- W4386012785 hasAuthorship W4386012785A5024101693 @default.
- W4386012785 hasAuthorship W4386012785A5057327704 @default.
- W4386012785 hasConcept C114614502 @default.
- W4386012785 hasConcept C118615104 @default.
- W4386012785 hasConcept C121332964 @default.
- W4386012785 hasConcept C132525143 @default.
- W4386012785 hasConcept C136764020 @default.
- W4386012785 hasConcept C154945302 @default.
- W4386012785 hasConcept C24890656 @default.
- W4386012785 hasConcept C2781221856 @default.
- W4386012785 hasConcept C32276052 @default.
- W4386012785 hasConcept C33923547 @default.
- W4386012785 hasConcept C34947359 @default.
- W4386012785 hasConcept C41008148 @default.
- W4386012785 hasConcept C60723933 @default.
- W4386012785 hasConcept C66882249 @default.
- W4386012785 hasConcept C80444323 @default.
- W4386012785 hasConceptScore W4386012785C114614502 @default.
- W4386012785 hasConceptScore W4386012785C118615104 @default.
- W4386012785 hasConceptScore W4386012785C121332964 @default.
- W4386012785 hasConceptScore W4386012785C132525143 @default.
- W4386012785 hasConceptScore W4386012785C136764020 @default.
- W4386012785 hasConceptScore W4386012785C154945302 @default.
- W4386012785 hasConceptScore W4386012785C24890656 @default.
- W4386012785 hasConceptScore W4386012785C2781221856 @default.
- W4386012785 hasConceptScore W4386012785C32276052 @default.
- W4386012785 hasConceptScore W4386012785C33923547 @default.
- W4386012785 hasConceptScore W4386012785C34947359 @default.
- W4386012785 hasConceptScore W4386012785C41008148 @default.
- W4386012785 hasConceptScore W4386012785C60723933 @default.
- W4386012785 hasConceptScore W4386012785C66882249 @default.
- W4386012785 hasConceptScore W4386012785C80444323 @default.
- W4386012785 hasFunder F4320321001 @default.
- W4386012785 hasFunder F4320329853 @default.
- W4386012785 hasFunder F4320335953 @default.
- W4386012785 hasLocation W43860127851 @default.
- W4386012785 hasOpenAccess W4386012785 @default.
- W4386012785 hasPrimaryLocation W43860127851 @default.
- W4386012785 hasRelatedWork W2146136146 @default.
- W4386012785 hasRelatedWork W2511356620 @default.
- W4386012785 hasRelatedWork W2768187767 @default.
- W4386012785 hasRelatedWork W2945365184 @default.
- W4386012785 hasRelatedWork W2971267355 @default.
- W4386012785 hasRelatedWork W3113308218 @default.
- W4386012785 hasRelatedWork W4229440440 @default.
- W4386012785 hasRelatedWork W4297899599 @default.
- W4386012785 hasRelatedWork W4382369679 @default.
- W4386012785 hasRelatedWork W4386821314 @default.
- W4386012785 hasVolume "236" @default.
- W4386012785 isParatext "false" @default.
- W4386012785 isRetracted "false" @default.
- W4386012785 workType "article" @default.