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dc.contributor.authorJoita, Liviu
dc.contributor.authorRana, Omer
dc.contributor.authorFreitag, Fèlix
dc.contributor.authorChao, Isaac
dc.contributor.authorChacín Martínez, Pablo
dc.contributor.authorNavarro Moldes, Leandro
dc.contributor.authorArdáiz Villanueva, Óscar
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors
dc.date.accessioned2008-10-27T13:01:18Z
dc.date.available2008-10-27T13:01:18Z
dc.date.created2007
dc.date.issued2007
dc.identifier.citationJoita, L; Rana, O.F; Freitag, F; Chao, I; Chacín, P; Navarro, L; Ardaiz, O. A catallactic market for data mining services. A: Future Generation Computer System, 2007, vol. 23, p. 146-153.
dc.identifier.issn0167-739X
dc.identifier.urihttp://hdl.handle.net/2117/2323
dc.description.abstractWe describe a Grid market for exchanging data mining services based on the Catallactic market mechanism proposed by von Hayek. This market mechanism allows selection between multiple instances of services based on operations required in a data mining task (such as data migration, data pre-processing and subsequently data analysis). Catallaxy is a decentralized approach, based on a “free market” mechanism, and is particularly useful when the number of market participants is large or when conditions within the market often change. It is therefore particularly suitable in Grid and peer-2-peer systems. The approach assumes that the service provider and user are not co-located, and require multiple message exchanges to carry out a data mining task. A market of J48-based decision tree algorithm instances, each implemented as a Web service, is used to demonstrate our approach. We have validated the feasibility of building catallactic data mining grid applications, and implemented a proof-of-concept application (Cat-COVITE) mapped to a Catallactic Grid Middleware.
dc.format.extent8
dc.language.isoeng
dc.relation.ispartofFuture Generation Comp. Syst.
dc.subjectÀrees temàtiques de la UPC::Informàtica::Arquitectura de computadors::Arquitectures distribuïdes
dc.subject.lcshDistributed systems
dc.subject.otherData mining
dc.subject.otherGrid market
dc.subject.otherMidleware
dc.subject.otherP-2-P systems
dc.subject.otherCatCOVITE
dc.subject.otherCATNETS
dc.titleA catallactic market for data mining services.
dc.typeArticle
dc.subject.lemacSistemes distribuïts
dc.contributor.groupUniversitat Politècnica de Catalunya. DSG - Distributed Systems Group
dc.description.peerreviewedPeer Reviewed
dc.relation.publisherversionhttp://dx.doi.org/10.1016/j.future.2006.06.007
dc.rights.accessOpen Access
dc.relation.projectidcttCATNETS EU IST-FP6-003769
dc.relation.projectidcttTIC2002-04258-C03-01
local.personalitzacitaciotrue


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