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Títol: A catallactic market for data mining services.
Autor: Joita, Liviu
Rana, Omer
Freitag, Fèlix
Chao, Isaac
Chacín Martínez, Pablo
Navarro Moldes, Leandro
Ardáiz Villanueva, Óscar
Altres autors/autores: Universitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors; Universitat Politècnica de Catalunya. DSG - Distributed Systems Group
Matèries: Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors::Arquitectures distribuïdes
Distributed systems
Data mining
Grid market
P-2-P systems
Sistemes distribuïts
Tipus de document: Article
Descripció: We 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.
Peer Reviewed
Altres identificadors i accés: Joita, 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.
Disponible al dipòsit:E-prints UPC

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