Matches in SemOpenAlex for { <https://semopenalex.org/work/W4294243670> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4294243670 endingPage "123" @default.
- W4294243670 startingPage "113" @default.
- W4294243670 abstract "In recent years, recommender systems become an effective technique to address the information overload problem on the Web, targeting the delivery of most relevant items and information to individual users based on their historical behaviours. To build an effective recommender system, implicit feedback like user click has been harvested. Since click data is usually very noisy, recent works also leverage dwell time as a proxy to optimize user engagement. However, dwell time is just one-dimensional post-click behaviour. The multi-dimensional post-click behaviours, e.g., reading comments, browsing images, and other sub-modules, have not been fully exploited. To address this issue, in this paper, we study leveraging post-click behaviours to improve user engagement in recommendation systems. We first take an E-commerce recommender system as an example to define post-click behaviours and demonstrate their effects with respect to user conversions. Based on the analysis, we then propose a tree-based labelling model, which provides a new perspective to understand user engagement beyond CTR or dwell time. The labelling model can be further incorporated into state-of-the-art recommendation methods. Extensive experiments on the dataset from JD.com, a real-world E-commerce website, demonstrate the competitive performance of the proposed method in both offline and online scenarios." @default.
- W4294243670 created "2022-09-02" @default.
- W4294243670 creator A5090612102 @default.
- W4294243670 date "2022-08-27" @default.
- W4294243670 modified "2023-09-30" @default.
- W4294243670 title "Exploiting Post-Click Behaviors for Recommender System" @default.
- W4294243670 doi "https://doi.org/10.5121/ijci.2022.110409" @default.
- W4294243670 hasPublicationYear "2022" @default.
- W4294243670 type Work @default.
- W4294243670 citedByCount "0" @default.
- W4294243670 crossrefType "journal-article" @default.
- W4294243670 hasAuthorship W4294243670A5090612102 @default.
- W4294243670 hasBestOaLocation W42942436701 @default.
- W4294243670 hasConcept C107457646 @default.
- W4294243670 hasConcept C115174607 @default.
- W4294243670 hasConcept C119857082 @default.
- W4294243670 hasConcept C127613066 @default.
- W4294243670 hasConcept C136764020 @default.
- W4294243670 hasConcept C138744977 @default.
- W4294243670 hasConcept C153083717 @default.
- W4294243670 hasConcept C186625053 @default.
- W4294243670 hasConcept C21959979 @default.
- W4294243670 hasConcept C23123220 @default.
- W4294243670 hasConcept C2780148112 @default.
- W4294243670 hasConcept C2984870255 @default.
- W4294243670 hasConcept C41008148 @default.
- W4294243670 hasConcept C48044578 @default.
- W4294243670 hasConcept C557471498 @default.
- W4294243670 hasConcept C61096286 @default.
- W4294243670 hasConcept C77088390 @default.
- W4294243670 hasConceptScore W4294243670C107457646 @default.
- W4294243670 hasConceptScore W4294243670C115174607 @default.
- W4294243670 hasConceptScore W4294243670C119857082 @default.
- W4294243670 hasConceptScore W4294243670C127613066 @default.
- W4294243670 hasConceptScore W4294243670C136764020 @default.
- W4294243670 hasConceptScore W4294243670C138744977 @default.
- W4294243670 hasConceptScore W4294243670C153083717 @default.
- W4294243670 hasConceptScore W4294243670C186625053 @default.
- W4294243670 hasConceptScore W4294243670C21959979 @default.
- W4294243670 hasConceptScore W4294243670C23123220 @default.
- W4294243670 hasConceptScore W4294243670C2780148112 @default.
- W4294243670 hasConceptScore W4294243670C2984870255 @default.
- W4294243670 hasConceptScore W4294243670C41008148 @default.
- W4294243670 hasConceptScore W4294243670C48044578 @default.
- W4294243670 hasConceptScore W4294243670C557471498 @default.
- W4294243670 hasConceptScore W4294243670C61096286 @default.
- W4294243670 hasConceptScore W4294243670C77088390 @default.
- W4294243670 hasIssue "4" @default.
- W4294243670 hasLocation W42942436701 @default.
- W4294243670 hasOpenAccess W4294243670 @default.
- W4294243670 hasPrimaryLocation W42942436701 @default.
- W4294243670 hasRelatedWork W2060564952 @default.
- W4294243670 hasRelatedWork W2084127140 @default.
- W4294243670 hasRelatedWork W2098250642 @default.
- W4294243670 hasRelatedWork W2098758514 @default.
- W4294243670 hasRelatedWork W2781763969 @default.
- W4294243670 hasRelatedWork W2944402528 @default.
- W4294243670 hasRelatedWork W2947198150 @default.
- W4294243670 hasRelatedWork W4294243670 @default.
- W4294243670 hasRelatedWork W627188031 @default.
- W4294243670 hasRelatedWork W2108455697 @default.
- W4294243670 hasVolume "11" @default.
- W4294243670 isParatext "false" @default.
- W4294243670 isRetracted "false" @default.
- W4294243670 workType "article" @default.