Matches in SemOpenAlex for { <https://semopenalex.org/work/W4292830177> ?p ?o ?g. }
Showing items 1 to 82 of
82
with 100 items per page.
- W4292830177 endingPage "100741" @default.
- W4292830177 startingPage "100741" @default.
- W4292830177 abstract "The Semantic Web is distributed yet interoperable: Distributed since resources are created and published by a variety of producers, tailored to their specific needs and knowledge; Interoperable as entities are linked across resources, allowing to use resources from different providers in concord. Complementary to the explicit usage of Semantic Web resources, embedding methods made them applicable to machine learning tasks. Subsequently, embedding models for numerous tasks and structures have been developed, and embedding spaces for various resources have been published. The ecosystem of embedding spaces is distributed but not interoperable: Entity embeddings are not readily comparable across different spaces. To parallel the Web of Data with a Web of Embeddings, we must thus integrate available embedding spaces into a uniform space. Current integration approaches are limited to two spaces and presume that both of them were embedded with the same method — both assumptions are unlikely to hold in the context of a Web of Embeddings. In this paper, we present FedCoder— an approach that integrates multiple embedding spaces via a latent space. We assert that linked entities have a similar representation in the latent space so that entities become comparable across embedding spaces. FedCoder employs an autoencoder to learn this latent space from linked as well as non-linked entities. Our experiments show that FedCoder substantially outperforms state-of-the-art approaches when faced with different embedding models, that it scales better than previous methods in the number of embedding spaces, and that it improves with more graphs being integrated whilst performing comparably with current approaches that assumed joint learning of the embeddings and were, usually, limited to two sources. Our results demonstrate that FedCoder is well adapted to integrate the distributed, diverse, and large ecosystem of embeddings spaces into an interoperable Web of Embeddings." @default.
- W4292830177 created "2022-08-24" @default.
- W4292830177 creator A5025549071 @default.
- W4292830177 creator A5040542771 @default.
- W4292830177 creator A5057041719 @default.
- W4292830177 creator A5073592405 @default.
- W4292830177 date "2023-01-01" @default.
- W4292830177 modified "2023-10-18" @default.
- W4292830177 title "Towards the Web of Embeddings: Integrating multiple knowledge graph embedding spaces with FedCoder" @default.
- W4292830177 cites W1529533208 @default.
- W4292830177 cites W2017257315 @default.
- W4292830177 cites W2153225416 @default.
- W4292830177 cites W2250184916 @default.
- W4292830177 cites W2759136286 @default.
- W4292830177 cites W2786757148 @default.
- W4292830177 cites W2888634710 @default.
- W4292830177 cites W2890711249 @default.
- W4292830177 cites W2962969117 @default.
- W4292830177 cites W3120491054 @default.
- W4292830177 cites W3166265964 @default.
- W4292830177 doi "https://doi.org/10.1016/j.websem.2022.100741" @default.
- W4292830177 hasPublicationYear "2023" @default.
- W4292830177 type Work @default.
- W4292830177 citedByCount "0" @default.
- W4292830177 crossrefType "journal-article" @default.
- W4292830177 hasAuthorship W4292830177A5025549071 @default.
- W4292830177 hasAuthorship W4292830177A5040542771 @default.
- W4292830177 hasAuthorship W4292830177A5057041719 @default.
- W4292830177 hasAuthorship W4292830177A5073592405 @default.
- W4292830177 hasBestOaLocation W42928301771 @default.
- W4292830177 hasConcept C101738243 @default.
- W4292830177 hasConcept C108583219 @default.
- W4292830177 hasConcept C111919701 @default.
- W4292830177 hasConcept C132525143 @default.
- W4292830177 hasConcept C136764020 @default.
- W4292830177 hasConcept C151730666 @default.
- W4292830177 hasConcept C154945302 @default.
- W4292830177 hasConcept C20136886 @default.
- W4292830177 hasConcept C2129575 @default.
- W4292830177 hasConcept C23123220 @default.
- W4292830177 hasConcept C2778572836 @default.
- W4292830177 hasConcept C2779343474 @default.
- W4292830177 hasConcept C41008148 @default.
- W4292830177 hasConcept C41608201 @default.
- W4292830177 hasConcept C80444323 @default.
- W4292830177 hasConcept C86803240 @default.
- W4292830177 hasConceptScore W4292830177C101738243 @default.
- W4292830177 hasConceptScore W4292830177C108583219 @default.
- W4292830177 hasConceptScore W4292830177C111919701 @default.
- W4292830177 hasConceptScore W4292830177C132525143 @default.
- W4292830177 hasConceptScore W4292830177C136764020 @default.
- W4292830177 hasConceptScore W4292830177C151730666 @default.
- W4292830177 hasConceptScore W4292830177C154945302 @default.
- W4292830177 hasConceptScore W4292830177C20136886 @default.
- W4292830177 hasConceptScore W4292830177C2129575 @default.
- W4292830177 hasConceptScore W4292830177C23123220 @default.
- W4292830177 hasConceptScore W4292830177C2778572836 @default.
- W4292830177 hasConceptScore W4292830177C2779343474 @default.
- W4292830177 hasConceptScore W4292830177C41008148 @default.
- W4292830177 hasConceptScore W4292830177C41608201 @default.
- W4292830177 hasConceptScore W4292830177C80444323 @default.
- W4292830177 hasConceptScore W4292830177C86803240 @default.
- W4292830177 hasLocation W42928301771 @default.
- W4292830177 hasLocation W42928301772 @default.
- W4292830177 hasOpenAccess W4292830177 @default.
- W4292830177 hasPrimaryLocation W42928301771 @default.
- W4292830177 hasRelatedWork W2144347024 @default.
- W4292830177 hasRelatedWork W2157836056 @default.
- W4292830177 hasRelatedWork W2323581027 @default.
- W4292830177 hasRelatedWork W2355894329 @default.
- W4292830177 hasRelatedWork W2380556669 @default.
- W4292830177 hasRelatedWork W2999699891 @default.
- W4292830177 hasRelatedWork W3002451394 @default.
- W4292830177 hasRelatedWork W3035116611 @default.
- W4292830177 hasRelatedWork W4226361842 @default.
- W4292830177 hasRelatedWork W4287763734 @default.
- W4292830177 hasVolume "75" @default.
- W4292830177 isParatext "false" @default.
- W4292830177 isRetracted "false" @default.
- W4292830177 workType "article" @default.