Matches in SemOpenAlex for { <https://semopenalex.org/work/W4381586656> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4381586656 abstract "Session-based Recommendation (SR) aims to predict users' next click based on their behavior within a short period, which is crucial for online platforms. However, most existing SR methods somewhat ignore the fact that user preference is not necessarily strongly related to the order of interactions. Moreover, they ignore the differences in importance between different samples, which limits the model-fitting performance. To tackle these issues, we put forward the method, Mining Interest Trends and Adaptively Assigning Sample Weight, abbreviated as MTAW. Specifically, we model users' instant interest based on their present behavior and all their previous behaviors. Meanwhile, we discriminatively integrate instant interests to capture the changing trend of user interest to make more personalized recommendations. Furthermore, we devise a novel loss function that dynamically weights the samples according to their prediction difficulty in the current epoch. Extensive experimental results on two benchmark datasets demonstrate the effectiveness and superiority of our method." @default.
- W4381586656 created "2023-06-22" @default.
- W4381586656 creator A5007354180 @default.
- W4381586656 creator A5022672030 @default.
- W4381586656 creator A5049531727 @default.
- W4381586656 creator A5057834550 @default.
- W4381586656 creator A5060775147 @default.
- W4381586656 creator A5065310713 @default.
- W4381586656 creator A5087486098 @default.
- W4381586656 date "2023-06-20" @default.
- W4381586656 modified "2023-10-16" @default.
- W4381586656 title "Mining Interest Trends and Adaptively Assigning SampleWeight for Session-based Recommendation" @default.
- W4381586656 doi "https://doi.org/10.48550/arxiv.2306.11610" @default.
- W4381586656 hasPublicationYear "2023" @default.
- W4381586656 type Work @default.
- W4381586656 citedByCount "0" @default.
- W4381586656 crossrefType "posted-content" @default.
- W4381586656 hasAuthorship W4381586656A5007354180 @default.
- W4381586656 hasAuthorship W4381586656A5022672030 @default.
- W4381586656 hasAuthorship W4381586656A5049531727 @default.
- W4381586656 hasAuthorship W4381586656A5057834550 @default.
- W4381586656 hasAuthorship W4381586656A5060775147 @default.
- W4381586656 hasAuthorship W4381586656A5065310713 @default.
- W4381586656 hasAuthorship W4381586656A5087486098 @default.
- W4381586656 hasBestOaLocation W43815866561 @default.
- W4381586656 hasConcept C105795698 @default.
- W4381586656 hasConcept C119857082 @default.
- W4381586656 hasConcept C124101348 @default.
- W4381586656 hasConcept C13280743 @default.
- W4381586656 hasConcept C136764020 @default.
- W4381586656 hasConcept C14036430 @default.
- W4381586656 hasConcept C154945302 @default.
- W4381586656 hasConcept C185592680 @default.
- W4381586656 hasConcept C185798385 @default.
- W4381586656 hasConcept C198531522 @default.
- W4381586656 hasConcept C205649164 @default.
- W4381586656 hasConcept C2779182362 @default.
- W4381586656 hasConcept C2781249084 @default.
- W4381586656 hasConcept C33923547 @default.
- W4381586656 hasConcept C41008148 @default.
- W4381586656 hasConcept C43617362 @default.
- W4381586656 hasConcept C78458016 @default.
- W4381586656 hasConcept C86803240 @default.
- W4381586656 hasConceptScore W4381586656C105795698 @default.
- W4381586656 hasConceptScore W4381586656C119857082 @default.
- W4381586656 hasConceptScore W4381586656C124101348 @default.
- W4381586656 hasConceptScore W4381586656C13280743 @default.
- W4381586656 hasConceptScore W4381586656C136764020 @default.
- W4381586656 hasConceptScore W4381586656C14036430 @default.
- W4381586656 hasConceptScore W4381586656C154945302 @default.
- W4381586656 hasConceptScore W4381586656C185592680 @default.
- W4381586656 hasConceptScore W4381586656C185798385 @default.
- W4381586656 hasConceptScore W4381586656C198531522 @default.
- W4381586656 hasConceptScore W4381586656C205649164 @default.
- W4381586656 hasConceptScore W4381586656C2779182362 @default.
- W4381586656 hasConceptScore W4381586656C2781249084 @default.
- W4381586656 hasConceptScore W4381586656C33923547 @default.
- W4381586656 hasConceptScore W4381586656C41008148 @default.
- W4381586656 hasConceptScore W4381586656C43617362 @default.
- W4381586656 hasConceptScore W4381586656C78458016 @default.
- W4381586656 hasConceptScore W4381586656C86803240 @default.
- W4381586656 hasLocation W43815866561 @default.
- W4381586656 hasOpenAccess W4381586656 @default.
- W4381586656 hasPrimaryLocation W43815866561 @default.
- W4381586656 hasRelatedWork W1485630101 @default.
- W4381586656 hasRelatedWork W2014076890 @default.
- W4381586656 hasRelatedWork W2112668038 @default.
- W4381586656 hasRelatedWork W2348742136 @default.
- W4381586656 hasRelatedWork W2388120696 @default.
- W4381586656 hasRelatedWork W3087157779 @default.
- W4381586656 hasRelatedWork W4230536726 @default.
- W4381586656 hasRelatedWork W4231927834 @default.
- W4381586656 hasRelatedWork W4290792893 @default.
- W4381586656 hasRelatedWork W4306770904 @default.
- W4381586656 isParatext "false" @default.
- W4381586656 isRetracted "false" @default.
- W4381586656 workType "article" @default.