Missing data imputation in multivariate data by evolutionary algorithms

7 páginas

Detalles Bibliográficos
Autores: Figueroa García, Juan Carlos, Kalenatic, Dusko, López Bello, Cesar Amilcar
Tipo de recurso: artículo
Fecha de publicación:2011
País:Colombia
Institución:Universidad de la Sabana
Repositorio:Repositorio Universidad de la Sabana
Idioma:inglés
OAI Identifier:oai:10.145.21.57:10818/36915
Acceso en línea:https://www.sciencedirect.com/science/article/pii/S0747563210003080
http://hdl.handle.net/10818/36915
Access Level:acceso abierto
Palabra clave:Missing data
Evolutionary optimization
Multivariate analysis
Multiple data imputation
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spelling Missing data imputation in multivariate data by evolutionary algorithmsFigueroa García, Juan CarlosKalenatic, DuskoLópez Bello, Cesar AmilcarMissing dataEvolutionary optimizationMultivariate analysisMultiple data imputation7 páginasThis paper presents a proposal based on an evolutionary algorithm to impute missing observations in multivariate data. A genetic algorithm based on the minimization of an error function derived from their covariance matrix and vector of means is presented. All methodological aspects of the genetic structure are presented. An extended explanation of the design of the fitness function is provided. An application example is solved by the proposed method.Computers in Human Behavior8/28/2019 14:298/28/2019 14:292011-09articlepublishedVersioninfo:eu-repo/semantics/articleapplication/pdf0747-5632https://www.sciencedirect.com/science/article/pii/S0747563210003080http://hdl.handle.net/10818/3691510.1016/j.chb.2010.06.026engComputers in Human Behavior Volume 27, Issue 5, September 2011, Pages 1468-1474Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessreponame:Repositorio Universidad de la Sabanainstname:Universidad de la Sabanainstacron:Universidad de la Sabana2021-11-17T09:05:58Z
dc.title.none.fl_str_mv Missing data imputation in multivariate data by evolutionary algorithms
title Missing data imputation in multivariate data by evolutionary algorithms
spellingShingle Missing data imputation in multivariate data by evolutionary algorithms
Figueroa García, Juan Carlos
Missing data
Evolutionary optimization
Multivariate analysis
Multiple data imputation
title_short Missing data imputation in multivariate data by evolutionary algorithms
title_full Missing data imputation in multivariate data by evolutionary algorithms
title_fullStr Missing data imputation in multivariate data by evolutionary algorithms
title_full_unstemmed Missing data imputation in multivariate data by evolutionary algorithms
title_sort Missing data imputation in multivariate data by evolutionary algorithms
dc.creator.none.fl_str_mv Figueroa García, Juan Carlos
Kalenatic, Dusko
López Bello, Cesar Amilcar
author Figueroa García, Juan Carlos
author_facet Figueroa García, Juan Carlos
Kalenatic, Dusko
López Bello, Cesar Amilcar
author_role author
author2 Kalenatic, Dusko
López Bello, Cesar Amilcar
author2_role author
author
dc.subject.none.fl_str_mv Missing data
Evolutionary optimization
Multivariate analysis
Multiple data imputation
topic Missing data
Evolutionary optimization
Multivariate analysis
Multiple data imputation
description 7 páginas
publishDate 2011
dc.date.none.fl_str_mv 2011-09
8/28/2019 14:29
8/28/2019 14:29
dc.type.none.fl_str_mv article
publishedVersion
info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv 0747-5632
https://www.sciencedirect.com/science/article/pii/S0747563210003080
http://hdl.handle.net/10818/36915
10.1016/j.chb.2010.06.026
identifier_str_mv 0747-5632
10.1016/j.chb.2010.06.026
url https://www.sciencedirect.com/science/article/pii/S0747563210003080
http://hdl.handle.net/10818/36915
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Computers in Human Behavior Volume 27, Issue 5, September 2011, Pages 1468-1474
dc.rights.none.fl_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Computers in Human Behavior
publisher.none.fl_str_mv Computers in Human Behavior
dc.source.none.fl_str_mv reponame:Repositorio Universidad de la Sabana
instname:Universidad de la Sabana
instacron:Universidad de la Sabana
instname_str Universidad de la Sabana
instacron_str Universidad de la Sabana
institution Universidad de la Sabana
reponame_str Repositorio Universidad de la Sabana
collection Repositorio Universidad de la Sabana
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score 15.811543

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