Matches in SemOpenAlex for { <https://semopenalex.org/work/W4319984046> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W4319984046 endingPage "101" @default.
- W4319984046 startingPage "87" @default.
- W4319984046 abstract "Over the last few years, sequential recommender systems have achieved a great success in different applications. In the literature, it is generally believed that items farther away from the recommendation time have a weaker impact on the recommendation results. However, simply considering the distance between the interaction time and the recommendation time would prevent effective user representations. To solve this issue, we propose a Time Interval Aware Collaborative (TIAC) model with self-supervised learning for sequential recommendation. We propose to adjust the attention score learned from the time interval between an interaction time and the recommendation time using a time kernel function to achieve a better user representation. We also introduce self-supervised learning to combine the collaborative information obtained from a graph convolutional network and the sequential information learned from gated recurrent units to further enrich user representation. Extensive experiments on four real-world benchmark datasets show that our proposed TIAC model consistently outperforms state-of-the-art models under various evaluation metrics." @default.
- W4319984046 created "2023-02-11" @default.
- W4319984046 creator A5027475930 @default.
- W4319984046 creator A5030954063 @default.
- W4319984046 creator A5034242696 @default.
- W4319984046 creator A5053453125 @default.
- W4319984046 creator A5056078581 @default.
- W4319984046 date "2023-01-01" @default.
- W4319984046 modified "2023-09-29" @default.
- W4319984046 title "Time Interval Aware Collaborative Sequential Recommendation with Self-supervised Learning" @default.
- W4319984046 cites W2171279286 @default.
- W4319984046 cites W2626454364 @default.
- W4319984046 cites W2783272285 @default.
- W4319984046 cites W2912746631 @default.
- W4319984046 cites W2951645301 @default.
- W4319984046 cites W2963367478 @default.
- W4319984046 cites W2965898633 @default.
- W4319984046 cites W2996931760 @default.
- W4319984046 cites W2997878072 @default.
- W4319984046 cites W3012617370 @default.
- W4319984046 cites W3044893918 @default.
- W4319984046 cites W3080374445 @default.
- W4319984046 cites W3099602291 @default.
- W4319984046 cites W3100260481 @default.
- W4319984046 cites W3100278010 @default.
- W4319984046 cites W3135396887 @default.
- W4319984046 cites W3153325943 @default.
- W4319984046 cites W3158951232 @default.
- W4319984046 cites W3170682786 @default.
- W4319984046 cites W3173365306 @default.
- W4319984046 cites W3208636516 @default.
- W4319984046 cites W4226179972 @default.
- W4319984046 doi "https://doi.org/10.1007/978-3-031-25201-3_7" @default.
- W4319984046 hasPublicationYear "2023" @default.
- W4319984046 type Work @default.
- W4319984046 citedByCount "0" @default.
- W4319984046 crossrefType "book-chapter" @default.
- W4319984046 hasAuthorship W4319984046A5027475930 @default.
- W4319984046 hasAuthorship W4319984046A5030954063 @default.
- W4319984046 hasAuthorship W4319984046A5034242696 @default.
- W4319984046 hasAuthorship W4319984046A5053453125 @default.
- W4319984046 hasAuthorship W4319984046A5056078581 @default.
- W4319984046 hasConcept C114614502 @default.
- W4319984046 hasConcept C119857082 @default.
- W4319984046 hasConcept C132525143 @default.
- W4319984046 hasConcept C13280743 @default.
- W4319984046 hasConcept C154945302 @default.
- W4319984046 hasConcept C17744445 @default.
- W4319984046 hasConcept C185798385 @default.
- W4319984046 hasConcept C199539241 @default.
- W4319984046 hasConcept C205649164 @default.
- W4319984046 hasConcept C21569690 @default.
- W4319984046 hasConcept C2776359362 @default.
- W4319984046 hasConcept C2778067643 @default.
- W4319984046 hasConcept C33923547 @default.
- W4319984046 hasConcept C41008148 @default.
- W4319984046 hasConcept C557471498 @default.
- W4319984046 hasConcept C74193536 @default.
- W4319984046 hasConcept C80444323 @default.
- W4319984046 hasConcept C94625758 @default.
- W4319984046 hasConceptScore W4319984046C114614502 @default.
- W4319984046 hasConceptScore W4319984046C119857082 @default.
- W4319984046 hasConceptScore W4319984046C132525143 @default.
- W4319984046 hasConceptScore W4319984046C13280743 @default.
- W4319984046 hasConceptScore W4319984046C154945302 @default.
- W4319984046 hasConceptScore W4319984046C17744445 @default.
- W4319984046 hasConceptScore W4319984046C185798385 @default.
- W4319984046 hasConceptScore W4319984046C199539241 @default.
- W4319984046 hasConceptScore W4319984046C205649164 @default.
- W4319984046 hasConceptScore W4319984046C21569690 @default.
- W4319984046 hasConceptScore W4319984046C2776359362 @default.
- W4319984046 hasConceptScore W4319984046C2778067643 @default.
- W4319984046 hasConceptScore W4319984046C33923547 @default.
- W4319984046 hasConceptScore W4319984046C41008148 @default.
- W4319984046 hasConceptScore W4319984046C557471498 @default.
- W4319984046 hasConceptScore W4319984046C74193536 @default.
- W4319984046 hasConceptScore W4319984046C80444323 @default.
- W4319984046 hasConceptScore W4319984046C94625758 @default.
- W4319984046 hasLocation W43199840461 @default.
- W4319984046 hasOpenAccess W4319984046 @default.
- W4319984046 hasPrimaryLocation W43199840461 @default.
- W4319984046 hasRelatedWork W1773619406 @default.
- W4319984046 hasRelatedWork W2075040002 @default.
- W4319984046 hasRelatedWork W2348159088 @default.
- W4319984046 hasRelatedWork W2356507104 @default.
- W4319984046 hasRelatedWork W2358464822 @default.
- W4319984046 hasRelatedWork W2377968345 @default.
- W4319984046 hasRelatedWork W2391634835 @default.
- W4319984046 hasRelatedWork W2402445420 @default.
- W4319984046 hasRelatedWork W2974025129 @default.
- W4319984046 hasRelatedWork W2978419074 @default.
- W4319984046 isParatext "false" @default.
- W4319984046 isRetracted "false" @default.
- W4319984046 workType "book-chapter" @default.