Distributed user-based collaborative filtering on an opportunistic network

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dc.contributor.authorNUNES, B. L.
dc.contributor.authorGEMMELL, J.
dc.contributor.authorHORVATH, M.
dc.contributor.authorHEIMFARTH, T.
dc.date.accessioned2022-01-12T21:57:14Z
dc.date.available2022-01-12T21:57:14Z
dc.date.issued2018-08-09
dc.description.abstract© 2018 IEEE.This paper presents a novel collaborative filtering recommender system based on an opportunistic distributed network. Collaborative filtering algorithms are widely used in many online systems. Often, the computation of these recommender systems is performed on a central server, controlled by the provider, requiring constant internet connection for gathering and computing data. However, in many scenarios, such constraints cannot be guaranteed or may not even be desired. This work proposes a recommendation engine where users share information via an opportunistic network independent of a dedicated internet connection. In this framework, each node is responsible for gathering information from nearby nodes and calculating its own recommendations. Using a centralized collaborative filtering recommender as a baseline, we evaluate three simulated scenarios composed by different movement speeds and data exchange parameters. Our results show that in a relatively short time, an opportunistic distributed recommender systems can achieve results similar to a traditional central system. Our analysis shows that the speed at which the opportunistic recommender system stabilizes depends on several factors including density of the users, movement speed and patterns of the users, and transmission strategies.
dc.description.firstpage266
dc.description.lastpage273
dc.description.volume2018-May
dc.identifier.citationNUNES, B. L.; GEMMELL, J.; HORVATH, M.; HEIMFARTH, T. Distributed user-based collaborative filtering on an opportunistic network. Proceedings - International Conference on Advanced Information Networking and Applications, AINA, v. 2018-May, p. 266-273, aug. 2018.
dc.identifier.doi10.1109/AINA.2018.00049
dc.identifier.urihttps://repositorio.fei.edu.br/handle/FEI/3779
dc.relation.ispartofProceedings - International Conference on Advanced Information Networking and Applications, AINA
dc.rightsAcesso Restrito
dc.subject.otherlanguageMobile ad hoc networks
dc.subject.otherlanguageOpportunistic networks
dc.subject.otherlanguageRecommender systems
dc.titleDistributed user-based collaborative filtering on an opportunistic network
dc.typeArtigo de evento
fei.scopus.citations12
fei.scopus.eid2-s2.0-85052293105
fei.scopus.subjectCentral systems
fei.scopus.subjectCollaborative filtering algorithms
fei.scopus.subjectCollaborative filtering recommender systems
fei.scopus.subjectDistributed networks
fei.scopus.subjectExchange parameters
fei.scopus.subjectInternet connection
fei.scopus.subjectOpportunistic networks
fei.scopus.subjectTransmission strategies
fei.scopus.updated2024-12-01
fei.scopus.urlhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85052293105&origin=inward
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