Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313305553> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4313305553 abstract "Graph Neural Networks (GNNs) have become increasingly important in recent years due to their state-of-the-art performance on many important downstream applications. Existing GNNs have mostly focused on learning a single node representation, despite that a node often exhibits polysemous behavior in different contexts. In this work, we develop a persona-based graph neural network framework called PersonaSAGE that learns multiple persona-based embeddings for each node in the graph. Such disentangled representations are more interpretable and useful than a single embedding. Furthermore, PersonaSAGE learns the appropriate set of persona embeddings for each node in the graph, and every node can have a different number of assigned persona embeddings. The framework is flexible enough and the general design helps in the wide applicability of the learned embeddings to suit the domain. We utilize publicly available benchmark datasets to evaluate our approach and against a variety of baselines. The experiments demonstrate the effectiveness of PersonaSAGE for a variety of important tasks including link prediction where we achieve an average gain of 15% while remaining competitive for node classification. Finally, we also demonstrate the utility of PersonaSAGE with a case study for personalized recommendation of different entity types in a data management platform." @default.
- W4313305553 created "2023-01-06" @default.
- W4313305553 creator A5009957887 @default.
- W4313305553 creator A5024342127 @default.
- W4313305553 creator A5030739481 @default.
- W4313305553 creator A5046026142 @default.
- W4313305553 creator A5071007779 @default.
- W4313305553 date "2022-12-28" @default.
- W4313305553 modified "2023-09-23" @default.
- W4313305553 title "PersonaSAGE: A Multi-Persona Graph Neural Network" @default.
- W4313305553 doi "https://doi.org/10.48550/arxiv.2212.13709" @default.
- W4313305553 hasPublicationYear "2022" @default.
- W4313305553 type Work @default.
- W4313305553 citedByCount "0" @default.
- W4313305553 crossrefType "posted-content" @default.
- W4313305553 hasAuthorship W4313305553A5009957887 @default.
- W4313305553 hasAuthorship W4313305553A5024342127 @default.
- W4313305553 hasAuthorship W4313305553A5030739481 @default.
- W4313305553 hasAuthorship W4313305553A5046026142 @default.
- W4313305553 hasAuthorship W4313305553A5071007779 @default.
- W4313305553 hasBestOaLocation W43133055531 @default.
- W4313305553 hasConcept C107457646 @default.
- W4313305553 hasConcept C119857082 @default.
- W4313305553 hasConcept C127413603 @default.
- W4313305553 hasConcept C132525143 @default.
- W4313305553 hasConcept C13280743 @default.
- W4313305553 hasConcept C136197465 @default.
- W4313305553 hasConcept C154945302 @default.
- W4313305553 hasConcept C177264268 @default.
- W4313305553 hasConcept C185798385 @default.
- W4313305553 hasConcept C199360897 @default.
- W4313305553 hasConcept C205649164 @default.
- W4313305553 hasConcept C313442 @default.
- W4313305553 hasConcept C41008148 @default.
- W4313305553 hasConcept C41608201 @default.
- W4313305553 hasConcept C50644808 @default.
- W4313305553 hasConcept C62611344 @default.
- W4313305553 hasConcept C66938386 @default.
- W4313305553 hasConcept C75564084 @default.
- W4313305553 hasConcept C80444323 @default.
- W4313305553 hasConceptScore W4313305553C107457646 @default.
- W4313305553 hasConceptScore W4313305553C119857082 @default.
- W4313305553 hasConceptScore W4313305553C127413603 @default.
- W4313305553 hasConceptScore W4313305553C132525143 @default.
- W4313305553 hasConceptScore W4313305553C13280743 @default.
- W4313305553 hasConceptScore W4313305553C136197465 @default.
- W4313305553 hasConceptScore W4313305553C154945302 @default.
- W4313305553 hasConceptScore W4313305553C177264268 @default.
- W4313305553 hasConceptScore W4313305553C185798385 @default.
- W4313305553 hasConceptScore W4313305553C199360897 @default.
- W4313305553 hasConceptScore W4313305553C205649164 @default.
- W4313305553 hasConceptScore W4313305553C313442 @default.
- W4313305553 hasConceptScore W4313305553C41008148 @default.
- W4313305553 hasConceptScore W4313305553C41608201 @default.
- W4313305553 hasConceptScore W4313305553C50644808 @default.
- W4313305553 hasConceptScore W4313305553C62611344 @default.
- W4313305553 hasConceptScore W4313305553C66938386 @default.
- W4313305553 hasConceptScore W4313305553C75564084 @default.
- W4313305553 hasConceptScore W4313305553C80444323 @default.
- W4313305553 hasLocation W43133055531 @default.
- W4313305553 hasOpenAccess W4313305553 @default.
- W4313305553 hasPrimaryLocation W43133055531 @default.
- W4313305553 hasRelatedWork W2893186803 @default.
- W4313305553 hasRelatedWork W2923818335 @default.
- W4313305553 hasRelatedWork W3035116611 @default.
- W4313305553 hasRelatedWork W3044158376 @default.
- W4313305553 hasRelatedWork W3044354590 @default.
- W4313305553 hasRelatedWork W3094605108 @default.
- W4313305553 hasRelatedWork W3149439221 @default.
- W4313305553 hasRelatedWork W4226361842 @default.
- W4313305553 hasRelatedWork W4287710676 @default.
- W4313305553 hasRelatedWork W4287763734 @default.
- W4313305553 isParatext "false" @default.
- W4313305553 isRetracted "false" @default.
- W4313305553 workType "article" @default.