Speeding Up Optimum-Path Forest Training by Path-cost Propagation
dc.contributor.author | Iwashita, Adriana S. [UNESP] | |
dc.contributor.author | Papa, Joao P. [UNESP] | |
dc.contributor.author | Falcao, Alexandre X. | |
dc.contributor.author | Lotufo, Roberto A. | |
dc.contributor.author | Araujo Oliveira, Victor M. de | |
dc.contributor.author | Costa de Albuquerque, Victor H. | |
dc.contributor.author | Tavares, Joao Manuel R. S. | |
dc.contributor.author | IEEE | |
dc.contributor.institution | Universidade Estadual Paulista (Unesp) | |
dc.contributor.institution | Universidade Estadual de Campinas (UNICAMP) | |
dc.contributor.institution | Univ Fortaleza | |
dc.contributor.institution | Univ Porto | |
dc.date.accessioned | 2020-12-10T19:32:05Z | |
dc.date.available | 2020-12-10T19:32:05Z | |
dc.date.issued | 2012-01-01 | |
dc.description.abstract | In this paper we present an optimization of the Optimum-Path Forest classifier training procedure, which is based on a theoretical relationship between minimum spanning forest and optimum-path forest for a specific path-cost function. Experiments on public datasets have shown that the proposed approach can obtain similar accuracy to the traditional one hut with faster data training. | en |
dc.description.affiliation | Sao Paulo State Univ, Dept Comp, Bauru, Brazil | |
dc.description.affiliation | Univ Estadual Campinas, Inst Comp, Campinas, SP, Brazil | |
dc.description.affiliation | Univ Estadual Campinas, Sch Elect & Comp Engn, Campinas, SP, Brazil | |
dc.description.affiliation | Univ Fortaleza, Ctr Technol Sci, Fortaleza, Ceara, Brazil | |
dc.description.affiliation | Univ Porto, Fac Engn, P-4100 Porto, Portugal | |
dc.description.affiliationUnesp | Sao Paulo State Univ, Dept Comp, Bauru, Brazil | |
dc.description.sponsorship | Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) | |
dc.description.sponsorship | Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) | |
dc.description.sponsorship | UNIFOR, in Brazil | |
dc.description.sponsorshipId | FAPESP: 2010/12697-8 | |
dc.description.sponsorshipId | FAPESP: 2009/16206-1 | |
dc.description.sponsorshipId | CNPq: 303182/2011-3 | |
dc.description.sponsorshipId | UNIFOR, in Brazil: 35.0053/2011.1 | |
dc.format.extent | 1233-1236 | |
dc.identifier.citation | 2012 21st International Conference On Pattern Recognition (icpr 2012). New York: Ieee, p. 1233-1236, 2012. | |
dc.identifier.issn | 1051-4651 | |
dc.identifier.uri | http://hdl.handle.net/11449/196064 | |
dc.identifier.wos | WOS:000343660601081 | |
dc.language.iso | eng | |
dc.publisher | Ieee | |
dc.relation.ispartof | 2012 21st International Conference On Pattern Recognition (icpr 2012) | |
dc.source | Web of Science | |
dc.title | Speeding Up Optimum-Path Forest Training by Path-cost Propagation | en |
dc.type | Trabalho apresentado em evento | |
dcterms.license | http://www.ieee.org/publications_standards/publications/rights/rights_policies.html | |
dcterms.rightsHolder | Ieee | |
unesp.campus | Universidade Estadual Paulista (Unesp), Faculdade de Ciências, Bauru | pt |
unesp.department | Computação - FC | pt |