FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2113802117> ?p ?o ?g. }

• W2113802117 endingPage "656" @default.
• W2113802117 startingPage "623" @default.
• W2113802117 abstract "The collaborative filtering (CF) using known user ratings of items has proved to be effective for predicting user preferences in item selection. This thriving subfield of machine learning became popular in the late 1990s with the spread of online services that use recommender systems, such as Amazon, Yahoo! Music, and Netflix. CF approaches are usually designed to work on very large data sets. Therefore the scalability of the methods is crucial. In this work, we propose various scalable solutions that are validated against the Netflix Prize data set, currently the largest publicly available collection. First, we propose various matrix factorization (MF) based techniques. Second, a neighbor correction method for MF is outlined, which alloys the global perspective of MF and the localized property of neighbor based approaches efficiently. In the experimentation section, we first report on some implementation issues, and we suggest on how parameter optimization can be performed efficiently for MFs. We then show that the proposed scalable approaches compare favorably with existing ones in terms of prediction accuracy and/or required training time. Finally, we report on some experiments performed on MovieLens and Jester data sets." @default.
• W2113802117 created "2016-06-24" @default.
• W2113802117 creator A5032343092 @default.
• W2113802117 creator A5070226189 @default.
• W2113802117 creator A5071883019 @default.
• W2113802117 creator A5080724098 @default.
• W2113802117 date "2009-12-01" @default.
• W2113802117 modified "2023-09-24" @default.
• W2113802117 title "Scalable Collaborative Filtering Approaches for Large Recommender Systems" @default.
• W2113802117 cites W1832221731 @default.
• W2113802117 cites W1902027874 @default.
• W2113802117 cites W1966553486 @default.
• W2113802117 cites W1967921672 @default.
• W2113802117 cites W1971040550 @default.
• W2113802117 cites W2030144199 @default.
• W2113802117 cites W2037594831 @default.
• W2113802117 cites W2042281163 @default.
• W2113802117 cites W2049455633 @default.
• W2113802117 cites W2061460268 @default.
• W2113802117 cites W2070786785 @default.
• W2113802117 cites W2073405229 @default.
• W2113802117 cites W2078626246 @default.
• W2113802117 cites W2099866409 @default.
• W2113802117 cites W2109806462 @default.
• W2113802117 cites W2109992782 @default.
• W2113802117 cites W2110325612 @default.
• W2113802117 cites W2117354486 @default.
• W2113802117 cites W2122090912 @default.
• W2113802117 cites W2124133956 @default.
• W2113802117 cites W2137245235 @default.
• W2113802117 cites W2155106456 @default.
• W2113802117 cites W2162323660 @default.
• W2113802117 cites W2164354502 @default.
• W2113802117 cites W2165395308 @default.
• W2113802117 cites W2171960770 @default.
• W2113802117 cites W2172249709 @default.
• W2113802117 cites W2289525833 @default.
• W2113802117 cites W2341535507 @default.
• W2113802117 cites W2596118091 @default.
• W2113802117 hasPublicationYear "2009" @default.
• W2113802117 type Work @default.
• W2113802117 sameAs 2113802117 @default.
• W2113802117 citedByCount "131" @default.
• W2113802117 countsByYear W21138021172012 @default.
• W2113802117 countsByYear W21138021172013 @default.
• W2113802117 countsByYear W21138021172014 @default.
• W2113802117 countsByYear W21138021172015 @default.
• W2113802117 countsByYear W21138021172016 @default.
• W2113802117 countsByYear W21138021172017 @default.
• W2113802117 countsByYear W21138021172018 @default.
• W2113802117 countsByYear W21138021172019 @default.
• W2113802117 countsByYear W21138021172020 @default.
• W2113802117 countsByYear W21138021172021 @default.
• W2113802117 crossrefType "journal-article" @default.
• W2113802117 hasAuthorship W2113802117A5032343092 @default.
• W2113802117 hasAuthorship W2113802117A5070226189 @default.
• W2113802117 hasAuthorship W2113802117A5071883019 @default.
• W2113802117 hasAuthorship W2113802117A5080724098 @default.
• W2113802117 hasConcept C119857082 @default.
• W2113802117 hasConcept C121332964 @default.
• W2113802117 hasConcept C124101348 @default.
• W2113802117 hasConcept C154945302 @default.
• W2113802117 hasConcept C158693339 @default.
• W2113802117 hasConcept C177264268 @default.
• W2113802117 hasConcept C199360897 @default.
• W2113802117 hasConcept C21569690 @default.
• W2113802117 hasConcept C23123220 @default.
• W2113802117 hasConcept C2776156558 @default.
• W2113802117 hasConcept C41008148 @default.
• W2113802117 hasConcept C42355184 @default.
• W2113802117 hasConcept C48044578 @default.
• W2113802117 hasConcept C557471498 @default.
• W2113802117 hasConcept C62520636 @default.
• W2113802117 hasConcept C77088390 @default.
• W2113802117 hasConceptScore W2113802117C119857082 @default.
• W2113802117 hasConceptScore W2113802117C121332964 @default.
• W2113802117 hasConceptScore W2113802117C124101348 @default.
• W2113802117 hasConceptScore W2113802117C154945302 @default.
• W2113802117 hasConceptScore W2113802117C158693339 @default.
• W2113802117 hasConceptScore W2113802117C177264268 @default.
• W2113802117 hasConceptScore W2113802117C199360897 @default.
• W2113802117 hasConceptScore W2113802117C21569690 @default.
• W2113802117 hasConceptScore W2113802117C23123220 @default.
• W2113802117 hasConceptScore W2113802117C2776156558 @default.
• W2113802117 hasConceptScore W2113802117C41008148 @default.
• W2113802117 hasConceptScore W2113802117C42355184 @default.
• W2113802117 hasConceptScore W2113802117C48044578 @default.
• W2113802117 hasConceptScore W2113802117C557471498 @default.
• W2113802117 hasConceptScore W2113802117C62520636 @default.
• W2113802117 hasConceptScore W2113802117C77088390 @default.
• W2113802117 hasIssue "22" @default.
• W2113802117 hasLocation W21138021171 @default.
• W2113802117 hasOpenAccess W2113802117 @default.
• W2113802117 hasPrimaryLocation W21138021171 @default.
• W2113802117 hasRelatedWork W1511814458 @default.
• W2113802117 hasRelatedWork W1832221731 @default.
• W2113802117 hasRelatedWork W1966553486 @default.
• W2113802117 hasRelatedWork W1971040550 @default.

• next