dc.creator | Carrizosa Priego, Emilio José | es |
dc.creator | Nogales Gómez, Amaya | es |
dc.creator | Romero Morales, María Dolores | es |
dc.date.accessioned | 2016-09-08T09:42:26Z | |
dc.date.available | 2016-09-08T09:42:26Z | |
dc.date.issued | 2014-03 | |
dc.identifier.citation | Carrizosa Priego, E.J., Nogales Gómez, A. y Romero Morales, M.D. (2014). Heuristic approaches for support vector machines with the ramp loss. Optimization Letters, 8 (3), 1125-1135. | |
dc.identifier.issn | 1862-4472 | es |
dc.identifier.issn | 1862-4480 | es |
dc.identifier.uri | http://hdl.handle.net/11441/44819 | |
dc.description.abstract | Recently, Support Vector Machines with the ramp loss (RLM) have attracted attention from the computational point of view. In this technical note, we propose two heuristics, the first one based on solving the continuous
relaxation of a Mixed Integer Nonlinear formulation of the RLM and the second one based on the training of an SVM classifier on a reduced dataset identified by an integer linear problem. Our computational results illustrate the ability of our heuristics to handle datasets of much larger size than those previously addressed in the literature. | es |
dc.description.sponsorship | Ministerio de Economía y Competitividad | es |
dc.description.sponsorship | Junta de Andalucía | es |
dc.description.sponsorship | European Regional Development Funds | es |
dc.format | application/pdf | es |
dc.language.iso | eng | es |
dc.publisher | Springer | es |
dc.relation.ispartof | Optimization Letters, 8 (3), 1125-1135. | |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Support vector machines | es |
dc.subject | Ramp loss | es |
dc.subject | Mixed integer nonlinear programming | es |
dc.subject | Heuristics | es |
dc.title | Heuristic approaches for support vector machines with the ramp loss | es |
dc.type | info:eu-repo/semantics/article | es |
dc.type.version | info:eu-repo/semantics/submittedVersion | es |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es |
dc.contributor.affiliation | Universidad de Sevilla. Departamento de Estadística e Investigación Operativa | es |
dc.relation.projectID | info:eu-repo/grantAgreement/MINECO/MTM2012-36163 | es |
dc.relation.projectID | FQM-329 | es |
dc.relation.publisherversion | http://download.springer.com/static/pdf/646/art%253A10.1007%252Fs11590-013-0630-9.pdf?originUrl=http%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs11590-013-0630-9&token2=exp=1473328439~acl=%2Fstatic%2Fpdf%2F646%2Fart%25253A10.1007%25252Fs11590-013-0630-9.pdf%3ForiginUrl%3Dhttp%253A%252F%252Flink.springer.com%252Farticle%252F10.1007%252Fs11590-013-0630-9*~hmac=5735776a875bdee2ff73395d96cf8f3d1095949869db89f2ed6c635ffc3fed56 | es |
dc.identifier.doi | 10.1007/s11590-013-0630-9 | es |
dc.contributor.group | Universidad de Sevilla. FQM329: Optimizacion | es |
idus.format.extent | 13 p. | es |
dc.journaltitle | Optimization Letters | es |
dc.publication.volumen | 8 | es |
dc.publication.issue | 3 | es |
dc.publication.initialPage | 1125 | es |
dc.publication.endPage | 1135 | es |
dc.identifier.idus | https://idus.us.es/xmlui/handle/11441/44819 | |