FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2625625560> ?p ?o ?g. }

• W2625625560 abstract "In this work, we attempt to ameliorate the impact of data sparsity in the context of session-based recommendation. Specifically, we seek to devise a machine learning mechanism capable of extracting subtle and complex underlying temporal dynamics in the observed session data, so as to inform the recommendation algorithm. To this end, we improve upon systems that utilize deep learning techniques with recurrently connected units; we do so by adopting concepts from the field of Bayesian statistics, namely variational inference. Our proposed approach consists in treating the network recurrent units as stochastic latent variables with a prior distribution imposed over them. On this basis, we proceed to infer corresponding posteriors; these can be used for prediction and recommendation generation, in a way that accounts for the uncertainty in the available sparse training data. To allow for our approach to easily scale to large real-world datasets, we perform inference under an approximate amortized variational inference (AVI) setup, whereby the learned posteriors are parameterized via (conventional) neural networks. We perform an extensive experimental evaluation of our approach using challenging benchmark datasets, and illustrate its superiority over existing state-of-the-art techniques." @default.
• W2625625560 created "2017-06-23" @default.
• W2625625560 creator A5040795718 @default.
• W2625625560 creator A5074540111 @default.
• W2625625560 creator A5078230440 @default.
• W2625625560 date "2017-08-27" @default.
• W2625625560 modified "2023-10-05" @default.
• W2625625560 title "Recurrent Latent Variable Networks for Session-Based Recommendation" @default.
• W2625625560 cites W1967921672 @default.
• W2625625560 cites W1969908854 @default.
• W2625625560 cites W1980287119 @default.
• W2625625560 cites W1994389483 @default.
• W2625625560 cites W1997136459 @default.
• W2625625560 cites W2017121215 @default.
• W2625625560 cites W2049455633 @default.
• W2625625560 cites W2064675550 @default.
• W2625625560 cites W2085040216 @default.
• W2625625560 cites W2099866409 @default.
• W2625625560 cites W2138108551 @default.
• W2625625560 cites W2157881433 @default.
• W2625625560 cites W2158307368 @default.
• W2625625560 cites W2160385855 @default.
• W2625625560 cites W2171960770 @default.
• W2625625560 cites W2469952266 @default.
• W2625625560 cites W2919115771 @default.
• W2625625560 cites W2964199361 @default.
• W2625625560 cites W3007091751 @default.
• W2625625560 cites W4237840503 @default.
• W2625625560 doi "https://doi.org/10.1145/3125486.3125493" @default.
• W2625625560 hasPublicationYear "2017" @default.
• W2625625560 type Work @default.
• W2625625560 sameAs 2625625560 @default.
• W2625625560 citedByCount "26" @default.
• W2625625560 countsByYear W26256255602018 @default.
• W2625625560 countsByYear W26256255602019 @default.
• W2625625560 countsByYear W26256255602020 @default.
• W2625625560 countsByYear W26256255602021 @default.
• W2625625560 countsByYear W26256255602022 @default.
• W2625625560 countsByYear W26256255602023 @default.
• W2625625560 crossrefType "proceedings-article" @default.
• W2625625560 hasAuthorship W2625625560A5040795718 @default.
• W2625625560 hasAuthorship W2625625560A5074540111 @default.
• W2625625560 hasAuthorship W2625625560A5078230440 @default.
• W2625625560 hasBestOaLocation W26256255602 @default.
• W2625625560 hasConcept C107673813 @default.
• W2625625560 hasConcept C11413529 @default.
• W2625625560 hasConcept C119857082 @default.
• W2625625560 hasConcept C124101348 @default.
• W2625625560 hasConcept C13280743 @default.
• W2625625560 hasConcept C136764020 @default.
• W2625625560 hasConcept C147168706 @default.
• W2625625560 hasConcept C151730666 @default.
• W2625625560 hasConcept C154945302 @default.
• W2625625560 hasConcept C160234255 @default.
• W2625625560 hasConcept C165464430 @default.
• W2625625560 hasConcept C185798385 @default.
• W2625625560 hasConcept C202444582 @default.
• W2625625560 hasConcept C205649164 @default.
• W2625625560 hasConcept C2776214188 @default.
• W2625625560 hasConcept C2779182362 @default.
• W2625625560 hasConcept C2779343474 @default.
• W2625625560 hasConcept C33923547 @default.
• W2625625560 hasConcept C41008148 @default.
• W2625625560 hasConcept C50644808 @default.
• W2625625560 hasConcept C51167844 @default.
• W2625625560 hasConcept C557471498 @default.
• W2625625560 hasConcept C86803240 @default.
• W2625625560 hasConcept C9652623 @default.
• W2625625560 hasConceptScore W2625625560C107673813 @default.
• W2625625560 hasConceptScore W2625625560C11413529 @default.
• W2625625560 hasConceptScore W2625625560C119857082 @default.
• W2625625560 hasConceptScore W2625625560C124101348 @default.
• W2625625560 hasConceptScore W2625625560C13280743 @default.
• W2625625560 hasConceptScore W2625625560C136764020 @default.
• W2625625560 hasConceptScore W2625625560C147168706 @default.
• W2625625560 hasConceptScore W2625625560C151730666 @default.
• W2625625560 hasConceptScore W2625625560C154945302 @default.
• W2625625560 hasConceptScore W2625625560C160234255 @default.
• W2625625560 hasConceptScore W2625625560C165464430 @default.
• W2625625560 hasConceptScore W2625625560C185798385 @default.
• W2625625560 hasConceptScore W2625625560C202444582 @default.
• W2625625560 hasConceptScore W2625625560C205649164 @default.
• W2625625560 hasConceptScore W2625625560C2776214188 @default.
• W2625625560 hasConceptScore W2625625560C2779182362 @default.
• W2625625560 hasConceptScore W2625625560C2779343474 @default.
• W2625625560 hasConceptScore W2625625560C33923547 @default.
• W2625625560 hasConceptScore W2625625560C41008148 @default.
• W2625625560 hasConceptScore W2625625560C50644808 @default.
• W2625625560 hasConceptScore W2625625560C51167844 @default.
• W2625625560 hasConceptScore W2625625560C557471498 @default.
• W2625625560 hasConceptScore W2625625560C86803240 @default.
• W2625625560 hasConceptScore W2625625560C9652623 @default.
• W2625625560 hasLocation W26256255601 @default.
• W2625625560 hasLocation W26256255602 @default.
• W2625625560 hasLocation W26256255603 @default.
• W2625625560 hasLocation W26256255604 @default.
• W2625625560 hasOpenAccess W2625625560 @default.
• W2625625560 hasPrimaryLocation W26256255601 @default.
• W2625625560 hasRelatedWork W2574982804 @default.
• W2625625560 hasRelatedWork W2795300913 @default.

• next