FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3011007616> ?p ?o ?g. }

• W3011007616 endingPage "46040" @default.
• W3011007616 startingPage "46030" @default.
• W3011007616 abstract "With the rapid increase of internet information, personalized recommendation systems are an effective way to alleviate the information overload problem, which has attracted extensive attention in recent years. The traditional collaborative filtering utilizes matrix factorization methods to learn hidden feature representations of users and/or items. With deep learning achieved good performance in representation learning, the autoencoder model is widely applied in recommendation systems for the advantages of fast convergence and no label requirement. However, the previous recommendation systems may take the reconstruction output of an autoencoder as the prediction of missing values directly, which may deteriorate their performance and cause unsatisfactory results of recommendation. In addition, the parameters of an autoencoder need to be pre-trained ahead, which greatly increases the time complexity. To address these problems, in this paper, we propose a Hybrid Collaborative Recommendation method via Dual-Autoencoder (HCRDa). More specifically, firstly, a novel dual-autoencoder is utilized to simultaneously learn the feature representations of users and items in our HCRDa, which obviously reduces time complexity. Secondly, embedding matrix factorization into the training process of the autoencoder further improves the quality of hidden features for users and items. Finally, additional attributes of users and items are utilized to alleviate the cold start problem and to make hybrid recommendations. Comprehensive experiments on several real-world data sets demonstrate the effectiveness of our proposed method in comparison with several state-of-the-art methods." @default.
• W3011007616 created "2020-03-23" @default.
• W3011007616 creator A5009184834 @default.
• W3011007616 creator A5018175876 @default.
• W3011007616 creator A5049236436 @default.
• W3011007616 creator A5080738591 @default.
• W3011007616 date "2020-01-01" @default.
• W3011007616 modified "2023-10-16" @default.
• W3011007616 title "Hybrid Collaborative Recommendation via Dual-Autoencoder" @default.
• W3011007616 cites W1720514416 @default.
• W3011007616 cites W1994389483 @default.
• W3011007616 cites W1999062773 @default.
• W3011007616 cites W2038585576 @default.
• W3011007616 cites W2041206926 @default.
• W3011007616 cites W2054141820 @default.
• W3011007616 cites W2078863333 @default.
• W3011007616 cites W2085040216 @default.
• W3011007616 cites W2098943122 @default.
• W3011007616 cites W2126417283 @default.
• W3011007616 cites W2157881433 @default.
• W3011007616 cites W2171960770 @default.
• W3011007616 cites W2253995343 @default.
• W3011007616 cites W2509678028 @default.
• W3011007616 cites W2512965516 @default.
• W3011007616 cites W2575006718 @default.
• W3011007616 cites W2578123898 @default.
• W3011007616 cites W2583674722 @default.
• W3011007616 cites W2585308011 @default.
• W3011007616 cites W2601071158 @default.
• W3011007616 cites W2604438604 @default.
• W3011007616 cites W2605350416 @default.
• W3011007616 cites W2625064764 @default.
• W3011007616 cites W2725606191 @default.
• W3011007616 cites W2797000751 @default.
• W3011007616 cites W2808859004 @default.
• W3011007616 cites W2883308936 @default.
• W3011007616 cites W2955054257 @default.
• W3011007616 cites W2963085847 @default.
• W3011007616 cites W2971067726 @default.
• W3011007616 cites W3101830194 @default.
• W3011007616 cites W3102560000 @default.
• W3011007616 cites W4288083766 @default.
• W3011007616 doi "https://doi.org/10.1109/access.2020.2979255" @default.
• W3011007616 hasPublicationYear "2020" @default.
• W3011007616 type Work @default.
• W3011007616 sameAs 3011007616 @default.
• W3011007616 citedByCount "9" @default.
• W3011007616 countsByYear W30110076162021 @default.
• W3011007616 countsByYear W30110076162022 @default.
• W3011007616 countsByYear W30110076162023 @default.
• W3011007616 crossrefType "journal-article" @default.
• W3011007616 hasAuthorship W3011007616A5009184834 @default.
• W3011007616 hasAuthorship W3011007616A5018175876 @default.
• W3011007616 hasAuthorship W3011007616A5049236436 @default.
• W3011007616 hasAuthorship W3011007616A5080738591 @default.
• W3011007616 hasBestOaLocation W30110076161 @default.
• W3011007616 hasConcept C101738243 @default.
• W3011007616 hasConcept C108583219 @default.
• W3011007616 hasConcept C119857082 @default.
• W3011007616 hasConcept C121332964 @default.
• W3011007616 hasConcept C124101348 @default.
• W3011007616 hasConcept C124952713 @default.
• W3011007616 hasConcept C136764020 @default.
• W3011007616 hasConcept C138885662 @default.
• W3011007616 hasConcept C142362112 @default.
• W3011007616 hasConcept C154945302 @default.
• W3011007616 hasConcept C158693339 @default.
• W3011007616 hasConcept C17744445 @default.
• W3011007616 hasConcept C186625053 @default.
• W3011007616 hasConcept C199539241 @default.
• W3011007616 hasConcept C21569690 @default.
• W3011007616 hasConcept C2776359362 @default.
• W3011007616 hasConcept C2776401178 @default.
• W3011007616 hasConcept C2780980858 @default.
• W3011007616 hasConcept C41008148 @default.
• W3011007616 hasConcept C41895202 @default.
• W3011007616 hasConcept C42355184 @default.
• W3011007616 hasConcept C557471498 @default.
• W3011007616 hasConcept C59404180 @default.
• W3011007616 hasConcept C62520636 @default.
• W3011007616 hasConcept C94625758 @default.
• W3011007616 hasConceptScore W3011007616C101738243 @default.
• W3011007616 hasConceptScore W3011007616C108583219 @default.
• W3011007616 hasConceptScore W3011007616C119857082 @default.
• W3011007616 hasConceptScore W3011007616C121332964 @default.
• W3011007616 hasConceptScore W3011007616C124101348 @default.
• W3011007616 hasConceptScore W3011007616C124952713 @default.
• W3011007616 hasConceptScore W3011007616C136764020 @default.
• W3011007616 hasConceptScore W3011007616C138885662 @default.
• W3011007616 hasConceptScore W3011007616C142362112 @default.
• W3011007616 hasConceptScore W3011007616C154945302 @default.
• W3011007616 hasConceptScore W3011007616C158693339 @default.
• W3011007616 hasConceptScore W3011007616C17744445 @default.
• W3011007616 hasConceptScore W3011007616C186625053 @default.
• W3011007616 hasConceptScore W3011007616C199539241 @default.
• W3011007616 hasConceptScore W3011007616C21569690 @default.
• W3011007616 hasConceptScore W3011007616C2776359362 @default.
• W3011007616 hasConceptScore W3011007616C2776401178 @default.

• next