dc.creator | García Vallejo, Carlos Antonio | es |
dc.creator | Troyano Jiménez, José Antonio | es |
dc.creator | Ortega Rodríguez, Francisco Javier | es |
dc.date.accessioned | 2020-08-03T08:51:14Z | |
dc.date.available | 2020-08-03T08:51:14Z | |
dc.date.issued | 2010 | |
dc.identifier.citation | García Vallejo, C.A., Troyano Jiménez, J.A. y Ortega Rodríguez, F.J. (2010). InstanceRank: Bringing order to datasets. Pattern Recognition Letters, 31 (2), 133-142. | |
dc.identifier.issn | 0167-8655 | es |
dc.identifier.uri | https://hdl.handle.net/11441/100070 | |
dc.description.abstract | In this paper we present InstanceRank, a ranking algorithm that reflects the relevance of the instances
within a dataset. InstanceRank applies a similar solution to that used by PageRank, the web pages ranking
algorithm in the Google search engine. We also present ISR, an instance selection technique that uses
InstanceRank. This algorithm chooses the most representative instances from a learning database. Experiments
show that ISR algorithm, with InstanceRank as ranking criteria, obtains similar results in accuracy
to other instance reduction techniques, noticeably reducing the size of the instance set. | es |
dc.description.sponsorship | Ministerio de Educación y Ciencia HUM2007-66607-C04-04 | es |
dc.format | application/pdf | es |
dc.format.extent | 10 | es |
dc.language.iso | eng | es |
dc.publisher | Elsevier | es |
dc.relation.ispartof | Pattern Recognition Letters, 31 (2), 133-142. | |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Instance-based learning | es |
dc.subject | Instance reduction | es |
dc.subject | Nearest neighbor | es |
dc.subject | PageRank Classification | es |
dc.title | InstanceRank: Bringing order to datasets | es |
dc.type | info:eu-repo/semantics/article | es |
dcterms.identifier | https://ror.org/03yxnpp24 | |
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 Lenguajes y Sistemas Informáticos | es |
dc.relation.projectID | HUM2007-66607-C04-04 | es |
dc.relation.publisherversion | https://www.sciencedirect.com/science/article/pii/S0167865509002566 | es |
dc.identifier.doi | 10.1016/j.patrec.2009.09.022 | es |
dc.journaltitle | Pattern Recognition Letters | es |
dc.publication.volumen | 31 | es |
dc.publication.issue | 2 | es |
dc.publication.initialPage | 133 | es |
dc.publication.endPage | 142 | es |
dc.identifier.sisius | 6674983 | es |
dc.contributor.funder | Ministerio de Educación y Ciencia (MEC). España | es |