Matches in SemOpenAlex for { <https://semopenalex.org/work/W4240886852> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4240886852 endingPage "1870" @default.
- W4240886852 startingPage "1851" @default.
- W4240886852 abstract "Abstract With more and more information available on the Internet, the task of making personalized recommendations to assist the user's navigation has become increasingly important. Considering there might be millions of users with different backgrounds accessing a Web site everyday, it is infeasible to build a separate recommendation system for each user. To address this problem, clustering techniques can first be employed to discover user groups. Then, user navigation patterns for each group can be discovered, to allow the adaptation of a Web site to the interest of each individual group. In this paper, we propose to model user access sequences as stochastic processes, and a mixture of Markov models based approach is taken to cluster users and to capture the sequential relationships inherent in user access histories. Several important issues that arise in constructing the Markov models are also addressed. The first issue lies in the complexity of the mixture of Markov models. To improve the efficiency of building/maintaining the mixture of Markov models, we develop a lightweight adapt‐ive algorithm to update the model parameters without recomputing model parameters from scratch. The second issue concerns the proper selection of training data for building the mixture of Markov models. We investigate two different training data selection strategies and perform extensive experiments to compare their effectiveness on a real dataset that is generated by a Web‐based knowledge management system, Livelink ." @default.
- W4240886852 created "2022-05-12" @default.
- W4240886852 creator A5000409439 @default.
- W4240886852 creator A5007017559 @default.
- W4240886852 creator A5009394818 @default.
- W4240886852 date "2007-08-24" @default.
- W4240886852 modified "2023-10-12" @default.
- W4240886852 title "Personalized recommendation with adaptive mixture of markov models" @default.
- W4240886852 cites W1560285440 @default.
- W4240886852 cites W1971883645 @default.
- W4240886852 cites W1986061503 @default.
- W4240886852 cites W2039722754 @default.
- W4240886852 cites W2049482525 @default.
- W4240886852 cites W2078663894 @default.
- W4240886852 cites W2090634555 @default.
- W4240886852 cites W2147824816 @default.
- W4240886852 cites W2166559705 @default.
- W4240886852 cites W2168063828 @default.
- W4240886852 cites W2170936641 @default.
- W4240886852 cites W4236777773 @default.
- W4240886852 doi "https://doi.org/10.1002/asi.20631" @default.
- W4240886852 hasPublicationYear "2007" @default.
- W4240886852 type Work @default.
- W4240886852 citedByCount "13" @default.
- W4240886852 countsByYear W42408868522012 @default.
- W4240886852 countsByYear W42408868522013 @default.
- W4240886852 countsByYear W42408868522015 @default.
- W4240886852 countsByYear W42408868522017 @default.
- W4240886852 countsByYear W42408868522019 @default.
- W4240886852 countsByYear W42408868522020 @default.
- W4240886852 countsByYear W42408868522021 @default.
- W4240886852 crossrefType "journal-article" @default.
- W4240886852 hasAuthorship W4240886852A5000409439 @default.
- W4240886852 hasAuthorship W4240886852A5007017559 @default.
- W4240886852 hasAuthorship W4240886852A5009394818 @default.
- W4240886852 hasBestOaLocation W42408868522 @default.
- W4240886852 hasConcept C110875604 @default.
- W4240886852 hasConcept C119857082 @default.
- W4240886852 hasConcept C120665830 @default.
- W4240886852 hasConcept C121332964 @default.
- W4240886852 hasConcept C124101348 @default.
- W4240886852 hasConcept C136764020 @default.
- W4240886852 hasConcept C139807058 @default.
- W4240886852 hasConcept C154945302 @default.
- W4240886852 hasConcept C162324750 @default.
- W4240886852 hasConcept C163836022 @default.
- W4240886852 hasConcept C187736073 @default.
- W4240886852 hasConcept C23224414 @default.
- W4240886852 hasConcept C2780451532 @default.
- W4240886852 hasConcept C41008148 @default.
- W4240886852 hasConcept C73555534 @default.
- W4240886852 hasConcept C81917197 @default.
- W4240886852 hasConcept C98763669 @default.
- W4240886852 hasConceptScore W4240886852C110875604 @default.
- W4240886852 hasConceptScore W4240886852C119857082 @default.
- W4240886852 hasConceptScore W4240886852C120665830 @default.
- W4240886852 hasConceptScore W4240886852C121332964 @default.
- W4240886852 hasConceptScore W4240886852C124101348 @default.
- W4240886852 hasConceptScore W4240886852C136764020 @default.
- W4240886852 hasConceptScore W4240886852C139807058 @default.
- W4240886852 hasConceptScore W4240886852C154945302 @default.
- W4240886852 hasConceptScore W4240886852C162324750 @default.
- W4240886852 hasConceptScore W4240886852C163836022 @default.
- W4240886852 hasConceptScore W4240886852C187736073 @default.
- W4240886852 hasConceptScore W4240886852C23224414 @default.
- W4240886852 hasConceptScore W4240886852C2780451532 @default.
- W4240886852 hasConceptScore W4240886852C41008148 @default.
- W4240886852 hasConceptScore W4240886852C73555534 @default.
- W4240886852 hasConceptScore W4240886852C81917197 @default.
- W4240886852 hasConceptScore W4240886852C98763669 @default.
- W4240886852 hasIssue "12" @default.
- W4240886852 hasLocation W42408868521 @default.
- W4240886852 hasLocation W42408868522 @default.
- W4240886852 hasOpenAccess W4240886852 @default.
- W4240886852 hasPrimaryLocation W42408868521 @default.
- W4240886852 hasRelatedWork W1510894296 @default.
- W4240886852 hasRelatedWork W2003247472 @default.
- W4240886852 hasRelatedWork W2027903142 @default.
- W4240886852 hasRelatedWork W2082284720 @default.
- W4240886852 hasRelatedWork W2084326697 @default.
- W4240886852 hasRelatedWork W2116722627 @default.
- W4240886852 hasRelatedWork W2134386692 @default.
- W4240886852 hasRelatedWork W2194396582 @default.
- W4240886852 hasRelatedWork W2316449557 @default.
- W4240886852 hasRelatedWork W2354322608 @default.
- W4240886852 hasVolume "58" @default.
- W4240886852 isParatext "false" @default.
- W4240886852 isRetracted "false" @default.
- W4240886852 workType "article" @default.