FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4285220199> ?p ?o ?g. }

• W4285220199 endingPage "62952" @default.
• W4285220199 startingPage "62932" @default.
• W4285220199 abstract "The user preference is dynamic and requires drift detection to capture changes for delivering relevant recommendations. A sequential recommender system with drift detection was proposed, where drift points are indicated by comparing characteristics of consecutive items. The model leverages drift points to retrieve only interactions with preferences relevant to the current user preference. Nonetheless, the number of utilized items is pre-defined and may not be optimal. It is also not a unified architecture that requires optimizing each part individually. Recently, a Content-Based Transformer has been proposed to consider only items with similar characteristics by leveraging a similarity function. Content-Based Transformer is trained in an end-to-end approach and can be applied for the sequential recommendation task, where the drift of the user preference is indicated as the point where the item&#x2019;s group changes. However, Content-Based Transformer provides the item&#x2019;s group as the hard label, ignoring the item characteristics in a real-world scenario where items can exist in many groups. For instance, most movies have multiple genres. This work proposes a unified sequential recommender system that detects the personalized drift pattern of user preference. It groups similar items with soft labels and utilizes the optimal amount of items. The model is trained in an end-to-end approach to jointly optimize for group items with similar characteristics and deliver relevant recommendations. We conducted the experiments to verify the effectiveness of the proposed method by comparing it with Content-Based Transformers and related methods. The evaluation results show that the proposed method consistently outperforms the baselines." @default.
• W4285220199 created "2022-07-14" @default.
• W4285220199 creator A5017525527 @default.
• W4285220199 creator A5058221096 @default.
• W4285220199 date "2022-01-01" @default.
• W4285220199 modified "2023-09-25" @default.
• W4285220199 title "An End-to-End Personalized Preference Drift Aware Sequential Recommender System With Optimal Item Utilization" @default.
• W4285220199 cites W1720514416 @default.
• W4285220199 cites W2054141820 @default.
• W4285220199 cites W2064675550 @default.
• W4285220199 cites W2157331557 @default.
• W4285220199 cites W2253995343 @default.
• W4285220199 cites W2583674722 @default.
• W4285220199 cites W2605350416 @default.
• W4285220199 cites W2626454364 @default.
• W4285220199 cites W2739805805 @default.
• W4285220199 cites W2749955484 @default.
• W4285220199 cites W2750004028 @default.
• W4285220199 cites W2783272285 @default.
• W4285220199 cites W2783666221 @default.
• W4285220199 cites W2788376297 @default.
• W4285220199 cites W2793768763 @default.
• W4285220199 cites W2892009249 @default.
• W4285220199 cites W2893359107 @default.
• W4285220199 cites W2912333691 @default.
• W4285220199 cites W2950858167 @default.
• W4285220199 cites W2950894652 @default.
• W4285220199 cites W2963367478 @default.
• W4285220199 cites W2984100107 @default.
• W4285220199 cites W3098231197 @default.
• W4285220199 cites W3131922516 @default.
• W4285220199 cites W3135242839 @default.
• W4285220199 cites W3152542051 @default.
• W4285220199 cites W3156420331 @default.
• W4285220199 cites W3164805076 @default.
• W4285220199 cites W3166880922 @default.
• W4285220199 cites W3172706091 @default.
• W4285220199 cites W3177031501 @default.
• W4285220199 cites W3196106242 @default.
• W4285220199 cites W3196572840 @default.
• W4285220199 cites W3197593742 @default.
• W4285220199 cites W3200304555 @default.
• W4285220199 cites W3205446732 @default.
• W4285220199 cites W3213487568 @default.
• W4285220199 cites W3032741901 @default.
• W4285220199 doi "https://doi.org/10.1109/access.2022.3182390" @default.
• W4285220199 hasPublicationYear "2022" @default.
• W4285220199 type Work @default.
• W4285220199 citedByCount "1" @default.
• W4285220199 countsByYear W42852201992023 @default.
• W4285220199 crossrefType "journal-article" @default.
• W4285220199 hasAuthorship W4285220199A5017525527 @default.
• W4285220199 hasAuthorship W4285220199A5058221096 @default.
• W4285220199 hasBestOaLocation W42852201991 @default.
• W4285220199 hasConcept C103278499 @default.
• W4285220199 hasConcept C115961682 @default.
• W4285220199 hasConcept C121332964 @default.
• W4285220199 hasConcept C124101348 @default.
• W4285220199 hasConcept C136764020 @default.
• W4285220199 hasConcept C154945302 @default.
• W4285220199 hasConcept C162324750 @default.
• W4285220199 hasConcept C165801399 @default.
• W4285220199 hasConcept C175444787 @default.
• W4285220199 hasConcept C23123220 @default.
• W4285220199 hasConcept C2781249084 @default.
• W4285220199 hasConcept C41008148 @default.
• W4285220199 hasConcept C557471498 @default.
• W4285220199 hasConcept C62520636 @default.
• W4285220199 hasConcept C66322947 @default.
• W4285220199 hasConcept C91262260 @default.
• W4285220199 hasConceptScore W4285220199C103278499 @default.
• W4285220199 hasConceptScore W4285220199C115961682 @default.
• W4285220199 hasConceptScore W4285220199C121332964 @default.
• W4285220199 hasConceptScore W4285220199C124101348 @default.
• W4285220199 hasConceptScore W4285220199C136764020 @default.
• W4285220199 hasConceptScore W4285220199C154945302 @default.
• W4285220199 hasConceptScore W4285220199C162324750 @default.
• W4285220199 hasConceptScore W4285220199C165801399 @default.
• W4285220199 hasConceptScore W4285220199C175444787 @default.
• W4285220199 hasConceptScore W4285220199C23123220 @default.
• W4285220199 hasConceptScore W4285220199C2781249084 @default.
• W4285220199 hasConceptScore W4285220199C41008148 @default.
• W4285220199 hasConceptScore W4285220199C557471498 @default.
• W4285220199 hasConceptScore W4285220199C62520636 @default.
• W4285220199 hasConceptScore W4285220199C66322947 @default.
• W4285220199 hasConceptScore W4285220199C91262260 @default.
• W4285220199 hasLocation W42852201991 @default.
• W4285220199 hasOpenAccess W4285220199 @default.
• W4285220199 hasPrimaryLocation W42852201991 @default.
• W4285220199 hasRelatedWork W1730245467 @default.
• W4285220199 hasRelatedWork W2018716840 @default.
• W4285220199 hasRelatedWork W2045871438 @default.
• W4285220199 hasRelatedWork W2161440804 @default.
• W4285220199 hasRelatedWork W2161485269 @default.
• W4285220199 hasRelatedWork W2348159088 @default.
• W4285220199 hasRelatedWork W2499363748 @default.
• W4285220199 hasRelatedWork W2809363009 @default.
• W4285220199 hasRelatedWork W2968745142 @default.

• next