Matches in SemOpenAlex for { <https://semopenalex.org/work/W2955271505> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W2955271505 abstract "Over the past 10 years, many recommendation techniques have been based on embedding users and items in latent vector spaces, where the inner product of a (user,item) pair of vectors represents the predicted affinity of the user to the item. A wealth of literature has focused on the various modeling approaches that result in embeddings, and has compared their quality metrics, learning complexity, etc. However, much less attention has been devoted to the issues surrounding productization of an embeddings-based high throughput, low latency recommender system. In particular, how the system might keep up with the changing embeddings as new models are learnt. This paper describes a reference architecture of a high-throughput, large scale recommendation service which leverages a search engine as its runtime core. We describe how the search index and the query builder adapt to changes in the embeddings, which often happen at a different cadence than index builds. We provide solutions for both id-based and feature-based embeddings, as well as for batch indexing and incremental indexing setups. The described system is at the core of a Web content discovery service that serves tens of billions recommendations per day in response to billions of user requests." @default.
- W2955271505 created "2019-07-12" @default.
- W2955271505 creator A5007266132 @default.
- W2955271505 creator A5013078814 @default.
- W2955271505 creator A5020653731 @default.
- W2955271505 creator A5071523173 @default.
- W2955271505 creator A5083269754 @default.
- W2955271505 date "2019-07-07" @default.
- W2955271505 modified "2023-09-27" @default.
- W2955271505 title "Search-Based Serving Architecture of Embeddings-Based Recommendations" @default.
- W2955271505 cites W1988320052 @default.
- W2955271505 cites W1992554260 @default.
- W2955271505 cites W2054141820 @default.
- W2955271505 cites W2295739661 @default.
- W2955271505 cites W2398067309 @default.
- W2955271505 cites W2509235963 @default.
- W2955271505 cites W2605350416 @default.
- W2955271505 cites W2742272831 @default.
- W2955271505 cites W2951001079 @default.
- W2955271505 cites W2962779279 @default.
- W2955271505 hasPublicationYear "2019" @default.
- W2955271505 type Work @default.
- W2955271505 sameAs 2955271505 @default.
- W2955271505 citedByCount "0" @default.
- W2955271505 crossrefType "posted-content" @default.
- W2955271505 hasAuthorship W2955271505A5007266132 @default.
- W2955271505 hasAuthorship W2955271505A5013078814 @default.
- W2955271505 hasAuthorship W2955271505A5020653731 @default.
- W2955271505 hasAuthorship W2955271505A5071523173 @default.
- W2955271505 hasAuthorship W2955271505A5083269754 @default.
- W2955271505 hasConcept C123657996 @default.
- W2955271505 hasConcept C136264566 @default.
- W2955271505 hasConcept C136764020 @default.
- W2955271505 hasConcept C138885662 @default.
- W2955271505 hasConcept C142362112 @default.
- W2955271505 hasConcept C153349607 @default.
- W2955271505 hasConcept C154945302 @default.
- W2955271505 hasConcept C162324750 @default.
- W2955271505 hasConcept C23123220 @default.
- W2955271505 hasConcept C2776401178 @default.
- W2955271505 hasConcept C2777382242 @default.
- W2955271505 hasConcept C2780378061 @default.
- W2955271505 hasConcept C41008148 @default.
- W2955271505 hasConcept C41608201 @default.
- W2955271505 hasConcept C41895202 @default.
- W2955271505 hasConcept C557471498 @default.
- W2955271505 hasConcept C75165309 @default.
- W2955271505 hasConcept C97854310 @default.
- W2955271505 hasConceptScore W2955271505C123657996 @default.
- W2955271505 hasConceptScore W2955271505C136264566 @default.
- W2955271505 hasConceptScore W2955271505C136764020 @default.
- W2955271505 hasConceptScore W2955271505C138885662 @default.
- W2955271505 hasConceptScore W2955271505C142362112 @default.
- W2955271505 hasConceptScore W2955271505C153349607 @default.
- W2955271505 hasConceptScore W2955271505C154945302 @default.
- W2955271505 hasConceptScore W2955271505C162324750 @default.
- W2955271505 hasConceptScore W2955271505C23123220 @default.
- W2955271505 hasConceptScore W2955271505C2776401178 @default.
- W2955271505 hasConceptScore W2955271505C2777382242 @default.
- W2955271505 hasConceptScore W2955271505C2780378061 @default.
- W2955271505 hasConceptScore W2955271505C41008148 @default.
- W2955271505 hasConceptScore W2955271505C41608201 @default.
- W2955271505 hasConceptScore W2955271505C41895202 @default.
- W2955271505 hasConceptScore W2955271505C557471498 @default.
- W2955271505 hasConceptScore W2955271505C75165309 @default.
- W2955271505 hasConceptScore W2955271505C97854310 @default.
- W2955271505 hasLocation W29552715051 @default.
- W2955271505 hasOpenAccess W2955271505 @default.
- W2955271505 hasPrimaryLocation W29552715051 @default.
- W2955271505 hasRelatedWork W112662097 @default.
- W2955271505 hasRelatedWork W1505819468 @default.
- W2955271505 hasRelatedWork W1546427265 @default.
- W2955271505 hasRelatedWork W1568198690 @default.
- W2955271505 hasRelatedWork W1598741331 @default.
- W2955271505 hasRelatedWork W1929352279 @default.
- W2955271505 hasRelatedWork W1967066412 @default.
- W2955271505 hasRelatedWork W2156773557 @default.
- W2955271505 hasRelatedWork W2157103624 @default.
- W2955271505 hasRelatedWork W2261339831 @default.
- W2955271505 hasRelatedWork W2296105131 @default.
- W2955271505 hasRelatedWork W2314201186 @default.
- W2955271505 hasRelatedWork W2357670535 @default.
- W2955271505 hasRelatedWork W2461922723 @default.
- W2955271505 hasRelatedWork W2995379192 @default.
- W2955271505 hasRelatedWork W2999935585 @default.
- W2955271505 hasRelatedWork W3000140260 @default.
- W2955271505 hasRelatedWork W3004731443 @default.
- W2955271505 hasRelatedWork W3181848156 @default.
- W2955271505 hasRelatedWork W2181449806 @default.
- W2955271505 isParatext "false" @default.
- W2955271505 isRetracted "false" @default.
- W2955271505 magId "2955271505" @default.
- W2955271505 workType "article" @default.