dc.creator | González Abril, Luis | es |
dc.creator | Velasco Morente, Francisco | es |
dc.creator | Ortega Ramírez, Juan Antonio | es |
dc.creator | Franco Martín, Luis | es |
dc.date.accessioned | 2023-02-24T11:37:25Z | |
dc.date.available | 2023-02-24T11:37:25Z | |
dc.date.issued | 2011-05 | |
dc.identifier.citation | González Abril, L., Velasco Morente, F., Ortega Ramírez, J.A. y Franco Martín, L. (2011). Support vector machines for classification of input vectors with different metrics. Computers & Mathematics with Applications, 61 (9), 2874-2878. https://doi.org/10.1016/j.camwa.2011.03.071. | |
dc.identifier.issn | 0898-1221 (impreso) | es |
dc.identifier.issn | 1873-7668 (online) | es |
dc.identifier.uri | https://hdl.handle.net/11441/142972 | |
dc.description.abstract | In this paper, a generalization of support vector machines is explored where it is considered that input vectors have different ℓp norms for each class. It is proved that the optimization problem for binary classification by using the maximal margin principle with ℓp and ℓq norms only depends on the ℓp norm if 1 ≤ p ≤ q. Furthermore, the selection of a different bias in the classifier function is a consequence of the ℓq norm in this approach. Some commentaries on the most commonly used approaches of SVM are also given as particular cases. | es |
dc.format | application/pdf | es |
dc.format.extent | 5 | es |
dc.language.iso | eng | es |
dc.publisher | ScienceDirect | es |
dc.relation.ispartof | Computers & Mathematics with Applications, 61 (9), 2874-2878. | |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Pattern recognition | es |
dc.subject | Learning machine | es |
dc.subject | Maximal margin principle | es |
dc.subject | ℓp norm | es |
dc.title | Support vector machines for classification of input vectors with different metrics | es |
dc.type | info:eu-repo/semantics/article | es |
dcterms.identifier | https://ror.org/03yxnpp24 | |
dc.type.version | info:eu-repo/semantics/publishedVersion | es |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es |
dc.contributor.affiliation | Universidad de Sevilla. Departamento de Lenguajes y Sistemas Informáticos | es |
dc.contributor.affiliation | Universidad de Sevilla. Departamento de Economía Aplicada I | es |
dc.relation.publisherversion | https://www.sciencedirect.com/science/article/pii/S0898122111002343 | es |
dc.identifier.doi | 10.1016/j.camwa.2011.03.071 | es |
dc.journaltitle | Computers & Mathematics with Applications | es |
dc.publication.volumen | 61 | es |
dc.publication.issue | 9 | es |
dc.publication.initialPage | 2874 | es |
dc.publication.endPage | 2878 | es |