Discriminant parallel perceptrons

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dc.contributor.author González, Ana M.
dc.contributor.author Cantador, Iván
dc.contributor.author Dorronsoro, José R.
dc.contributor.other UAM. Departamento de Ingeniería Informática es_ES
dc.date.accessioned 2015-03-18T17:47:07Z
dc.date.available 2015-03-18T17:47:07Z
dc.date.issued 2005
dc.identifier.citation Artificial Neural Networks: Formal Models and Their Applications – ICANN 2005: 15th International Conference, Warsaw, Poland, September 11-15, 2005. Proceedings, Part II. Lecture Notes in Computer Science, Volumen 3697. Springer, 2005. 13-18. en_US
dc.identifier.isbn 978-3-540-28755-1 (print) en_US
dc.identifier.isbn 978-3-540-28756-8 (online) en_US
dc.identifier.issn 0302-9743 (print) en_US
dc.identifier.issn 1611-3349 (online) en_US
dc.identifier.uri http://hdl.handle.net/10486/664683
dc.description Proceedings of 22nd International Conference on Artificial Neural Networks, Lausanne, Switzerland, September 11-14, 2012 en_US
dc.description The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-642-33266-1_70 en_US
dc.description.abstract In this work we will apply Diffusion Maps (DM), a recent technique for dimensionality reduction and clustering, to build local models for wind energy forecasting. We will compare ridge regression models for K–means clusters obtained over DM features, against the models obtained for clusters constructed over the original meteorological data or principal components, and also against a global model. We will see that a combination of the DM model for the low wind power region and the global model elsewhere outperforms other options. en_US
dc.description.sponsorship With partial support of Spain’s CICyT, projects TIC 01–572, TIN2004–07676. en_US
dc.format.extent 7 pág. es_ES
dc.format.mimetype application/pdf en
dc.language.iso eng en
dc.publisher Springer Berlin Heidelberg
dc.relation.ispartof Lecture Notes in Computer Science en_US
dc.rights © Springer-Verlag Berlin Heidelberg 2005
dc.subject.other Computation by Abstract Devices en_US
dc.subject.other Pattern Recognition en_US
dc.subject.other Information Systems Applications en_US
dc.subject.other Database Management en_US
dc.title Discriminant parallel perceptrons en_US
dc.type conferenceObject en
dc.type bookPart en
dc.subject.eciencia Informática es_ES
dc.relation.publisherversion http://dx.doi.org/10.1007/11550907_3
dc.identifier.doi 10.1007/11550907_3
dc.identifier.publicationfirstpage 13
dc.identifier.publicationlastpage 18
dc.identifier.publicationvolume 3697
dc.relation.eventdate September 11-15, 2005 en_US
dc.relation.eventnumber 15
dc.relation.eventplace Warsaw (Poland) en_US
dc.relation.eventtitle 15th International Conference on Artificial Neural Networks, ICANN 2005 en_US
dc.type.version info:eu-repo/semantics/acceptedVersion en
dc.contributor.group Aprendizaje Automático (ING EPS-001) es_ES
dc.rights.accessRights openAccess en
dc.authorUAM Cantador Gutiérrez, Iván (261086)
dc.authorUAM Dorronsoro Ibero, José Ramón (259712)

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