FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3101379255> ?p ?o ?g. }

• W3101379255 abstract "Recommendation systems aim to assist users to discover most preferred contents from an ever-growing corpus of items. Although recommenders have been greatly improved by deep learning, they still faces several challenges: (1) Behaviors are much more complex than words in sentences, so traditional attentive and recurrent models may fail in capturing the temporal dynamics of user preferences. (2) The preferences of users are multiple and evolving, so it is difficult to integrate long-term memory and short-term intent. In this paper, we propose a temporal gating methodology to improve attention mechanism and recurrent units, so that temporal information can be considered in both information filtering and state transition. Additionally, we propose a Multi-hop Time-aware Attentive Memory network (MTAM) to integrate long-term and short-term preferences. We use the proposed time-aware GRU network to learn the short-term intent and maintain prior records in user memory. We treat the short-term intent as a query and design a multi-hop memory reading operation via the proposed time-aware attention to generate user representation based on the current intent and long-term memory. Our approach is scalable for candidate retrieval tasks and can be viewed as a non-linear generalization of latent factorization for dot-product based Top-K recommendation. Finally, we conduct extensive experiments on six benchmark datasets and the experimental results demonstrate the effectiveness of our MTAM and temporal gating methodology." @default.
• W3101379255 created "2020-11-23" @default.
• W3101379255 creator A5020754543 @default.
• W3101379255 creator A5022946499 @default.
• W3101379255 creator A5034125179 @default.
• W3101379255 creator A5044926953 @default.
• W3101379255 creator A5063737797 @default.
• W3101379255 date "2020-05-18" @default.
• W3101379255 modified "2023-09-23" @default.
• W3101379255 title "Sequential Recommender via Time-aware Attentive Memory Network" @default.
• W3101379255 cites W1614298861 @default.
• W3101379255 cites W1793121960 @default.
• W3101379255 cites W1990846291 @default.
• W3101379255 cites W1998889130 @default.
• W3101379255 cites W2054141820 @default.
• W3101379255 cites W2100235918 @default.
• W3101379255 cites W2140310134 @default.
• W3101379255 cites W2512971201 @default.
• W3101379255 cites W2530887700 @default.
• W3101379255 cites W2559094423 @default.
• W3101379255 cites W2605350416 @default.
• W3101379255 cites W2726499916 @default.
• W3101379255 cites W2739805805 @default.
• W3101379255 cites W2739901700 @default.
• W3101379255 cites W2773640334 @default.
• W3101379255 cites W2783944588 @default.
• W3101379255 cites W2798972759 @default.
• W3101379255 cites W2809112621 @default.
• W3101379255 cites W2809307135 @default.
• W3101379255 cites W2903749028 @default.
• W3101379255 cites W2914904117 @default.
• W3101379255 cites W2950416221 @default.
• W3101379255 cites W2950421571 @default.
• W3101379255 cites W2950527759 @default.
• W3101379255 cites W2953586472 @default.
• W3101379255 cites W2962745591 @default.
• W3101379255 cites W2963341956 @default.
• W3101379255 cites W2963367478 @default.
• W3101379255 cites W2963403868 @default.
• W3101379255 cites W2964044287 @default.
• W3101379255 cites W2964077278 @default.
• W3101379255 cites W2964091467 @default.
• W3101379255 cites W2964265128 @default.
• W3101379255 cites W2964289193 @default.
• W3101379255 cites W2964961855 @default.
• W3101379255 cites W2965898633 @default.
• W3101379255 cites W2972801466 @default.
• W3101379255 cites W2996931760 @default.
• W3101379255 cites W3096591391 @default.
• W3101379255 doi "https://doi.org/10.48550/arxiv.2005.08598" @default.
• W3101379255 hasPublicationYear "2020" @default.
• W3101379255 type Work @default.
• W3101379255 sameAs 3101379255 @default.
• W3101379255 citedByCount "0" @default.
• W3101379255 crossrefType "posted-content" @default.
• W3101379255 hasAuthorship W3101379255A5020754543 @default.
• W3101379255 hasAuthorship W3101379255A5022946499 @default.
• W3101379255 hasAuthorship W3101379255A5034125179 @default.
• W3101379255 hasAuthorship W3101379255A5044926953 @default.
• W3101379255 hasAuthorship W3101379255A5063737797 @default.
• W3101379255 hasBestOaLocation W31013792551 @default.
• W3101379255 hasConcept C119857082 @default.
• W3101379255 hasConcept C121332964 @default.
• W3101379255 hasConcept C13280743 @default.
• W3101379255 hasConcept C133488467 @default.
• W3101379255 hasConcept C147168706 @default.
• W3101379255 hasConcept C154945302 @default.
• W3101379255 hasConcept C169760540 @default.
• W3101379255 hasConcept C169900460 @default.
• W3101379255 hasConcept C185798385 @default.
• W3101379255 hasConcept C205649164 @default.
• W3101379255 hasConcept C23123220 @default.
• W3101379255 hasConcept C41008148 @default.
• W3101379255 hasConcept C48044578 @default.
• W3101379255 hasConcept C50644808 @default.
• W3101379255 hasConcept C557471498 @default.
• W3101379255 hasConcept C61797465 @default.
• W3101379255 hasConcept C62520636 @default.
• W3101379255 hasConcept C77088390 @default.
• W3101379255 hasConcept C86803240 @default.
• W3101379255 hasConcept C88576662 @default.
• W3101379255 hasConceptScore W3101379255C119857082 @default.
• W3101379255 hasConceptScore W3101379255C121332964 @default.
• W3101379255 hasConceptScore W3101379255C13280743 @default.
• W3101379255 hasConceptScore W3101379255C133488467 @default.
• W3101379255 hasConceptScore W3101379255C147168706 @default.
• W3101379255 hasConceptScore W3101379255C154945302 @default.
• W3101379255 hasConceptScore W3101379255C169760540 @default.
• W3101379255 hasConceptScore W3101379255C169900460 @default.
• W3101379255 hasConceptScore W3101379255C185798385 @default.
• W3101379255 hasConceptScore W3101379255C205649164 @default.
• W3101379255 hasConceptScore W3101379255C23123220 @default.
• W3101379255 hasConceptScore W3101379255C41008148 @default.
• W3101379255 hasConceptScore W3101379255C48044578 @default.
• W3101379255 hasConceptScore W3101379255C50644808 @default.
• W3101379255 hasConceptScore W3101379255C557471498 @default.
• W3101379255 hasConceptScore W3101379255C61797465 @default.
• W3101379255 hasConceptScore W3101379255C62520636 @default.
• W3101379255 hasConceptScore W3101379255C77088390 @default.
• W3101379255 hasConceptScore W3101379255C86803240 @default.

• next