A catallactic market for data mining services.

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...

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Detalhes bibliográficos
Autores: Joita, Liviu, Rana, Omer, Freitag, Fèlix|||0000-0001-5438-479X, Chao, Isaac, Chacín Martínez, Pablo|||0000-0002-7279-4407, Navarro Moldes, Leandro|||0000-0003-4775-5526, Ardáiz Villanueva, Óscar
Tipo de documento: artigo
Data de publicação:2007
País:España
Recursos:Universitat Politècnica de Catalunya (UPC)
Repositório:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglês
OAI Identifier:oai:upcommons.upc.edu:2117/2323
Acesso em linha:https://hdl.handle.net/2117/2323
Access Level:Acceso aberto
Palavra-chave:Distributed systems
Data mining
Grid market
Midleware
P-2-P systems
CatCOVITE
CATNETS
Sistemes distribuïts
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors::Arquitectures distribuïdes
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oai_identifier_str oai:upcommons.upc.edu:2117/2323
network_acronym_str ES
network_name_str España
repository_id_str
spelling A catallactic market for data mining services.Joita, LiviuRana, OmerFreitag, Fèlix|||0000-0001-5438-479XChao, IsaacChacín Martínez, Pablo|||0000-0002-7279-4407Navarro Moldes, Leandro|||0000-0003-4775-5526Ardáiz Villanueva, ÓscarDistributed systemsData miningGrid marketMidlewareP-2-P systemsCatCOVITECATNETSSistemes distribuïtsÀrees temàtiques de la UPC::Informàtica::Arquitectura de computadors::Arquitectures distribuïdesWe 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 Reviewed20072007-01-0120082008-10-27journal articlehttp://purl.org/coar/resource_type/c_6501NAhttp://purl.org/coar/version/c_be7fb7dd8ff6fe43info:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/2323reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/23232026-05-27T15:37:01Z
dc.title.none.fl_str_mv A catallactic market for data mining services.
title A catallactic market for data mining services.
spellingShingle A catallactic market for data mining services.
Joita, Liviu
Distributed systems
Data mining
Grid market
Midleware
P-2-P systems
CatCOVITE
CATNETS
Sistemes distribuïts
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors::Arquitectures distribuïdes
title_short A catallactic market for data mining services.
title_full A catallactic market for data mining services.
title_fullStr A catallactic market for data mining services.
title_full_unstemmed A catallactic market for data mining services.
title_sort A catallactic market for data mining services.
dc.creator.none.fl_str_mv Joita, Liviu
Rana, Omer
Freitag, Fèlix|||0000-0001-5438-479X
Chao, Isaac
Chacín Martínez, Pablo|||0000-0002-7279-4407
Navarro Moldes, Leandro|||0000-0003-4775-5526
Ardáiz Villanueva, Óscar
author Joita, Liviu
author_facet Joita, Liviu
Rana, Omer
Freitag, Fèlix|||0000-0001-5438-479X
Chao, Isaac
Chacín Martínez, Pablo|||0000-0002-7279-4407
Navarro Moldes, Leandro|||0000-0003-4775-5526
Ardáiz Villanueva, Óscar
author_role author
author2 Rana, Omer
Freitag, Fèlix|||0000-0001-5438-479X
Chao, Isaac
Chacín Martínez, Pablo|||0000-0002-7279-4407
Navarro Moldes, Leandro|||0000-0003-4775-5526
Ardáiz Villanueva, Óscar
author2_role author
author
author
author
author
author
dc.subject.none.fl_str_mv Distributed systems
Data mining
Grid market
Midleware
P-2-P systems
CatCOVITE
CATNETS
Sistemes distribuïts
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors::Arquitectures distribuïdes
topic Distributed systems
Data mining
Grid market
Midleware
P-2-P systems
CatCOVITE
CATNETS
Sistemes distribuïts
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors::Arquitectures distribuïdes
description 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.
publishDate 2007
dc.date.none.fl_str_mv 2007
2007-01-01
2008
2008-10-27
dc.type.none.fl_str_mv journal article
http://purl.org/coar/resource_type/c_6501
NA
http://purl.org/coar/version/c_be7fb7dd8ff6fe43
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv https://hdl.handle.net/2117/2323
url https://hdl.handle.net/2117/2323
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:UPCommons. Portal del coneixement obert de la UPC
instname:Universitat Politècnica de Catalunya (UPC)
instname_str Universitat Politècnica de Catalunya (UPC)
reponame_str UPCommons. Portal del coneixement obert de la UPC
collection UPCommons. Portal del coneixement obert de la UPC
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15.300724

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