Identificador persistente para citar o vincular este elemento:
http://hdl.handle.net/10553/72743
Campo DC | Valor | idioma |
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dc.contributor.author | Déniz Suárez,Oscar | en_US |
dc.contributor.author | Castrillon, M. | en_US |
dc.contributor.author | Hernández, M. | en_US |
dc.date.accessioned | 2020-05-22T17:55:59Z | - |
dc.date.available | 2020-05-22T17:55:59Z | - |
dc.date.issued | 2003 | en_US |
dc.identifier.issn | 0167-8655 | en_US |
dc.identifier.other | WoS | - |
dc.identifier.uri | http://hdl.handle.net/10553/72743 | - |
dc.description.abstract | Support vector machines (SVM) and independent component analysis (ICA) are two powerful and relatively recent techniques. SVMs are classifiers which have demonstrated high generalization capabilities in many different tasks, including the object recognition problem. ICA is a feature extraction technique which can be considered a generalization of principal component analysis (PCA). ICA has been mainly used on the problem of blind signal separation. In this paper we combine these two techniques for the face recognition problem. Experiments were made on two different face databases, achieving very high recognition rates. As the results using the combination PCA/SVM were not very far from those obtained with ICA/SVM, our experiments suggest that SVMs are relatively insensitive to the representation space. Thus as the training time for ICA is much larger than that of PCA, this result indicates that the best practical combination is PCA with SVM. | en_US |
dc.language | eng | en_US |
dc.relation.ispartof | Pattern Recognition Letters | en_US |
dc.source | Pattern Recognition Letters [ISSN 0167-8655], v. 24 (13), p. 2153-2157, (Septiembre 2003) | en_US |
dc.subject | 120304 Inteligencia artificial | en_US |
dc.subject.other | Artifacts | en_US |
dc.subject.other | Face recognition | en_US |
dc.subject.other | Support vector machines | en_US |
dc.subject.other | Independent component analysis | en_US |
dc.title | Face recognition using independent component analysis and support vector machines | en_US |
dc.type | info:eu-repo/semantics/Article | en_US |
dc.type | Article | en_US |
dc.relation.conference | 3rd International Conference on Audia and Video Based Biometric Person Authentication (AVBPA 2001) | - |
dc.identifier.doi | 10.1016/S0167-8655(03)00081-3 | en_US |
dc.identifier.scopus | 17144441960 | - |
dc.identifier.isi | 000183925400007 | - |
dc.contributor.authorscopusid | 8562422200 | - |
dc.contributor.authorscopusid | 22333278500 | - |
dc.contributor.authorscopusid | 57212239402 | - |
dc.description.lastpage | 2157 | en_US |
dc.identifier.issue | 13 | - |
dc.description.firstpage | 2153 | en_US |
dc.relation.volume | 24 | en_US |
dc.investigacion | Ingeniería y Arquitectura | en_US |
dc.type2 | Artículo | en_US |
dc.contributor.daisngid | 599634 | - |
dc.contributor.daisngid | 32145428 | - |
dc.contributor.daisngid | 28403683 | - |
dc.description.numberofpages | 5 | en_US |
dc.utils.revision | Sí | en_US |
dc.contributor.wosstandard | WOS:Deniz, O | - |
dc.contributor.wosstandard | WOS:Castrillon, M | - |
dc.contributor.wosstandard | WOS:Hernandez, M | - |
dc.date.coverdate | Enero 2003 | en_US |
dc.identifier.ulpgc | Sí | es |
dc.description.jcr | 0,809 | |
dc.description.jcrq | Q3 | |
dc.description.scie | SCIE | |
item.fulltext | Sin texto completo | - |
item.grantfulltext | none | - |
crisitem.author.dept | GIR SIANI: Inteligencia Artificial, Robótica y Oceanografía Computacional | - |
crisitem.author.dept | IU Sistemas Inteligentes y Aplicaciones Numéricas | - |
crisitem.author.dept | Departamento de Informática y Sistemas | - |
crisitem.author.dept | GIR SIANI: Inteligencia Artificial, Redes Neuronales, Aprendizaje Automático e Ingeniería de Datos | - |
crisitem.author.dept | IU Sistemas Inteligentes y Aplicaciones Numéricas | - |
crisitem.author.dept | Departamento de Informática y Sistemas | - |
crisitem.author.orcid | 0000-0002-8673-2725 | - |
crisitem.author.orcid | 0000-0001-9717-8048 | - |
crisitem.author.parentorg | IU Sistemas Inteligentes y Aplicaciones Numéricas | - |
crisitem.author.parentorg | IU Sistemas Inteligentes y Aplicaciones Numéricas | - |
crisitem.author.fullName | Déniz Suárez, Oscar | - |
crisitem.author.fullName | Castrillón Santana, Modesto Fernando | - |
crisitem.author.fullName | Hernández Tejera, Francisco Mario | - |
Colección: | Artículos |
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