FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2904362786> ?p ?o ?g. }

• W2904362786 endingPage "3837" @default.
• W2904362786 startingPage "3830" @default.
• W2904362786 abstract "Classic recommender systems face challenges in addressing the data sparsity and cold-start problems with only modeling the user-item relation. An essential direction is to incorporate and understand the additional heterogeneous relations, e.g., user-user and item-item relations, since each user-item interaction is often influenced by other users and items, which form the user’s/item’s influential contexts. This induces important yet challenging issues, including modeling heterogeneous relations, interactions, and the strength of the influence from users/items in the influential contexts. To this end, we design Influential-Context Aggregation Units (ICAU) to aggregate the user-user/item-item relations within a given context as the influential context embeddings. Accordingly, we propose a Heterogeneous relations-Embedded Recommender System (HERS) based on ICAUs to model and interpret the underlying motivation of user-item interactions by considering user-user and item-item influences. The experiments on two real-world datasets show the highly improved recommendation quality made by HERS and its superiority in handling the cold-start problem. In addition, we demonstrate the interpretability of modeling influential contexts in explaining the recommendation results." @default.
• W2904362786 created "2018-12-22" @default.
• W2904362786 creator A5000084858 @default.
• W2904362786 creator A5000798681 @default.
• W2904362786 creator A5009085502 @default.
• W2904362786 creator A5020981025 @default.
• W2904362786 creator A5031544487 @default.
• W2904362786 creator A5037733768 @default.
• W2904362786 date "2019-07-17" @default.
• W2904362786 modified "2023-10-03" @default.
• W2904362786 title "HERS: Modeling Influential Contexts with Heterogeneous Relations for Sparse and Cold-Start Recommendation" @default.
• W2904362786 doi "https://doi.org/10.1609/aaai.v33i01.33013830" @default.
• W2904362786 hasPublicationYear "2019" @default.
• W2904362786 type Work @default.
• W2904362786 sameAs 2904362786 @default.
• W2904362786 citedByCount "35" @default.
• W2904362786 countsByYear W29043627862019 @default.
• W2904362786 countsByYear W29043627862020 @default.
• W2904362786 countsByYear W29043627862021 @default.
• W2904362786 countsByYear W29043627862022 @default.
• W2904362786 countsByYear W29043627862023 @default.
• W2904362786 crossrefType "journal-article" @default.
• W2904362786 hasAuthorship W2904362786A5000084858 @default.
• W2904362786 hasAuthorship W2904362786A5000798681 @default.
• W2904362786 hasAuthorship W2904362786A5009085502 @default.
• W2904362786 hasAuthorship W2904362786A5020981025 @default.
• W2904362786 hasAuthorship W2904362786A5031544487 @default.
• W2904362786 hasAuthorship W2904362786A5037733768 @default.
• W2904362786 hasBestOaLocation W29043627861 @default.
• W2904362786 hasConcept C107457646 @default.
• W2904362786 hasConcept C111472728 @default.
• W2904362786 hasConcept C111919701 @default.
• W2904362786 hasConcept C124101348 @default.
• W2904362786 hasConcept C127413603 @default.
• W2904362786 hasConcept C136764020 @default.
• W2904362786 hasConcept C138885662 @default.
• W2904362786 hasConcept C146978453 @default.
• W2904362786 hasConcept C151730666 @default.
• W2904362786 hasConcept C154945302 @default.
• W2904362786 hasConcept C159985019 @default.
• W2904362786 hasConcept C192562407 @default.
• W2904362786 hasConcept C21569690 @default.
• W2904362786 hasConcept C23123220 @default.
• W2904362786 hasConcept C2522767166 @default.
• W2904362786 hasConcept C25343380 @default.
• W2904362786 hasConcept C2778956030 @default.
• W2904362786 hasConcept C2779343474 @default.
• W2904362786 hasConcept C2779530757 @default.
• W2904362786 hasConcept C2781067378 @default.
• W2904362786 hasConcept C41008148 @default.
• W2904362786 hasConcept C4679612 @default.
• W2904362786 hasConcept C557471498 @default.
• W2904362786 hasConcept C67712803 @default.
• W2904362786 hasConcept C86803240 @default.
• W2904362786 hasConcept C89505385 @default.
• W2904362786 hasConceptScore W2904362786C107457646 @default.
• W2904362786 hasConceptScore W2904362786C111472728 @default.
• W2904362786 hasConceptScore W2904362786C111919701 @default.
• W2904362786 hasConceptScore W2904362786C124101348 @default.
• W2904362786 hasConceptScore W2904362786C127413603 @default.
• W2904362786 hasConceptScore W2904362786C136764020 @default.
• W2904362786 hasConceptScore W2904362786C138885662 @default.
• W2904362786 hasConceptScore W2904362786C146978453 @default.
• W2904362786 hasConceptScore W2904362786C151730666 @default.
• W2904362786 hasConceptScore W2904362786C154945302 @default.
• W2904362786 hasConceptScore W2904362786C159985019 @default.
• W2904362786 hasConceptScore W2904362786C192562407 @default.
• W2904362786 hasConceptScore W2904362786C21569690 @default.
• W2904362786 hasConceptScore W2904362786C23123220 @default.
• W2904362786 hasConceptScore W2904362786C2522767166 @default.
• W2904362786 hasConceptScore W2904362786C25343380 @default.
• W2904362786 hasConceptScore W2904362786C2778956030 @default.
• W2904362786 hasConceptScore W2904362786C2779343474 @default.
• W2904362786 hasConceptScore W2904362786C2779530757 @default.
• W2904362786 hasConceptScore W2904362786C2781067378 @default.
• W2904362786 hasConceptScore W2904362786C41008148 @default.
• W2904362786 hasConceptScore W2904362786C4679612 @default.
• W2904362786 hasConceptScore W2904362786C557471498 @default.
• W2904362786 hasConceptScore W2904362786C67712803 @default.
• W2904362786 hasConceptScore W2904362786C86803240 @default.
• W2904362786 hasConceptScore W2904362786C89505385 @default.
• W2904362786 hasIssue "01" @default.
• W2904362786 hasLocation W29043627861 @default.
• W2904362786 hasOpenAccess W2904362786 @default.
• W2904362786 hasPrimaryLocation W29043627861 @default.
• W2904362786 hasRelatedWork W2348159088 @default.
• W2904362786 hasRelatedWork W2735929803 @default.
• W2904362786 hasRelatedWork W2893631174 @default.
• W2904362786 hasRelatedWork W2998869610 @default.
• W2904362786 hasRelatedWork W3014188573 @default.
• W2904362786 hasRelatedWork W4230420111 @default.
• W2904362786 hasRelatedWork W4239603129 @default.
• W2904362786 hasRelatedWork W4240327388 @default.
• W2904362786 hasRelatedWork W4385871989 @default.
• W2904362786 hasRelatedWork W7602594 @default.
• W2904362786 hasVolume "33" @default.
• W2904362786 isParatext "false" @default.
• W2904362786 isRetracted "false" @default.

• next