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A simple algorithm for convex hull determination in high dimensions

dc.contributor.authorKhosravani, Hamid Reza
dc.contributor.authorRuano, Antonio
dc.contributor.authorFerreira, P. M.
dc.date.accessioned2014-07-17T10:58:38Z
dc.date.available2014-07-17T10:58:38Z
dc.date.issued2013
dc.date.updated2014-07-16T15:45:28Z
dc.description.abstractSelecting suitable data for neural network training, out of a larger set, is an important task. For approximation problems, as the role of the model is a nonlinear interpolator, the training data should cover the whole range where the model must be used, i.e., the samples belonging to the convex hull of the data should belong to the training set. Convex hull is also widely applied in reducing training data for SVM classification. The determination of the samples in the convex-hull of a set of high dimensions, however, is a time-complex task. In this paper, a simple algorithm for this problem is proposed.por
dc.identifier.citationKhosravani, Hamid R.; Ruano, Antonio E; Ferreira, Pedro M.A simple algorithm for convex hull determination in high dimensions, Trabalho apresentado em 2013 IEEE International Symposium on Intelligent Signal Processing (WISP), In 2013 IEEE 8th International Symposium on Intelligent Signal Processing, Funchal, Portugal, 2013.por
dc.identifier.doihttp://dx.doi.org/ 10.1109/WISP.2013.6657492
dc.identifier.issn978-1-4673-4544-6
dc.identifier.otherAUT: ARU00698;
dc.identifier.urihttp://hdl.handle.net/10400.1/4778
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherIEEEpor
dc.relation.publisherversionhttp://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6657492por
dc.subjectConvex hullpor
dc.subjectData selection problempor
dc.subjectNeural networkspor
dc.subjectSVMpor
dc.titleA simple algorithm for convex hull determination in high dimensionspor
dc.typebook part
dspace.entity.typePublication
oaire.citation.conferencePlaceFunchal, Portugalpor
oaire.citation.endPage114por
oaire.citation.startPage109por
oaire.citation.title2013 IEEE International Symposium on Intelligent Signal Processing (WISP)por
person.familyNameKhosravani
person.familyNameRuano
person.givenNameHamid Reza
person.givenNameAntonio
person.identifier.orcid0000-0001-7273-5979
person.identifier.orcid0000-0002-6308-8666
person.identifier.ridB-4135-2008
person.identifier.scopus-author-id7004284159
rcaap.rightsrestrictedAccesspor
rcaap.typebookPartpor
relation.isAuthorOfPublicationdd2ad4e5-427f-468c-a272-688fae19ce52
relation.isAuthorOfPublication13813664-b68b-40aa-97a9-91481a31ebf2
relation.isAuthorOfPublication.latestForDiscovery13813664-b68b-40aa-97a9-91481a31ebf2

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