Uniform consistency of kNN regressors for functional variables

Autores
Kudraszow, Nadia Laura; Vieu, Philippe
Año de publicación
2013
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
This paper is devoted to nonparametric analysis of functional data. We give asymptotic results for a kNN generalized regression estimator when the observed variables take values in any abstract space. The main novelty is our uniform consistency result (with rates).
Fil: Kudraszow, Nadia Laura. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad Nacional de La Plata. Facultad de Ciencias Exactas. Departamento de Matemáticas; Argentina
Fil: Vieu, Philippe. Universite Paul Sabatier. Institut de Mathematiques de Toulouse; Francia
Materia
Functional Data Analysis
K
Nonparametric Statistics
Uniform Consistency
Nn Regression
Nivel de accesibilidad
acceso abierto
Condiciones de uso
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
Repositorio
CONICET Digital (CONICET)
Institución
Consejo Nacional de Investigaciones Científicas y Técnicas
OAI Identificador
oai:ri.conicet.gov.ar:11336/22388
Acceder
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oai_identifier_str oai:ri.conicet.gov.ar:11336/22388
network_acronym_str CONICETDig
repository_id_str 3498
network_name_str CONICET Digital (CONICET)
spelling Uniform consistency of kNN regressors for functional variablesKudraszow, Nadia LauraVieu, PhilippeFunctional Data AnalysisKNonparametric StatisticsUniform ConsistencyNn Regressionhttps://purl.org/becyt/ford/1.1https://purl.org/becyt/ford/1This paper is devoted to nonparametric analysis of functional data. We give asymptotic results for a kNN generalized regression estimator when the observed variables take values in any abstract space. The main novelty is our uniform consistency result (with rates).Fil: Kudraszow, Nadia Laura. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad Nacional de La Plata. Facultad de Ciencias Exactas. Departamento de Matemáticas; ArgentinaFil: Vieu, Philippe. Universite Paul Sabatier. Institut de Mathematiques de Toulouse; FranciaElsevier2013-08info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/22388Kudraszow, Nadia Laura; Vieu, Philippe; Uniform consistency of kNN regressors for functional variables; Elsevier; Statistics & Probability Letters; 83; 8; 8-2013; 1863-18700167-7152CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/doi/10.1016/j.spl.2013.04.017info:eu-repo/semantics/altIdentifier/url/http://www.sciencedirect.com/science/article/pii/S0167715213001387info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-29T09:42:04Zoai:ri.conicet.gov.ar:11336/22388instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-09-29 09:42:04.407CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Uniform consistency of kNN regressors for functional variables
title Uniform consistency of kNN regressors for functional variables
spellingShingle Uniform consistency of kNN regressors for functional variables
Kudraszow, Nadia Laura
Functional Data Analysis
K
Nonparametric Statistics
Uniform Consistency
Nn Regression
title_short Uniform consistency of kNN regressors for functional variables
title_full Uniform consistency of kNN regressors for functional variables
title_fullStr Uniform consistency of kNN regressors for functional variables
title_full_unstemmed Uniform consistency of kNN regressors for functional variables
title_sort Uniform consistency of kNN regressors for functional variables
dc.creator.none.fl_str_mv Kudraszow, Nadia Laura
Vieu, Philippe
author Kudraszow, Nadia Laura
author_facet Kudraszow, Nadia Laura
Vieu, Philippe
author_role author
author2 Vieu, Philippe
author2_role author
dc.subject.none.fl_str_mv Functional Data Analysis
K
Nonparametric Statistics
Uniform Consistency
Nn Regression
topic Functional Data Analysis
K
Nonparametric Statistics
Uniform Consistency
Nn Regression
purl_subject.fl_str_mv https://purl.org/becyt/ford/1.1
https://purl.org/becyt/ford/1
dc.description.none.fl_txt_mv This paper is devoted to nonparametric analysis of functional data. We give asymptotic results for a kNN generalized regression estimator when the observed variables take values in any abstract space. The main novelty is our uniform consistency result (with rates).
Fil: Kudraszow, Nadia Laura. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad Nacional de La Plata. Facultad de Ciencias Exactas. Departamento de Matemáticas; Argentina
Fil: Vieu, Philippe. Universite Paul Sabatier. Institut de Mathematiques de Toulouse; Francia
description This paper is devoted to nonparametric analysis of functional data. We give asymptotic results for a kNN generalized regression estimator when the observed variables take values in any abstract space. The main novelty is our uniform consistency result (with rates).
publishDate 2013
dc.date.none.fl_str_mv 2013-08
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
http://purl.org/coar/resource_type/c_6501
info:ar-repo/semantics/articulo
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/11336/22388
Kudraszow, Nadia Laura; Vieu, Philippe; Uniform consistency of kNN regressors for functional variables; Elsevier; Statistics & Probability Letters; 83; 8; 8-2013; 1863-1870
0167-7152
CONICET Digital
CONICET
url http://hdl.handle.net/11336/22388
identifier_str_mv Kudraszow, Nadia Laura; Vieu, Philippe; Uniform consistency of kNN regressors for functional variables; Elsevier; Statistics & Probability Letters; 83; 8; 8-2013; 1863-1870
0167-7152
CONICET Digital
CONICET
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/doi/10.1016/j.spl.2013.04.017
info:eu-repo/semantics/altIdentifier/url/http://www.sciencedirect.com/science/article/pii/S0167715213001387
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.publisher.none.fl_str_mv Elsevier
publisher.none.fl_str_mv Elsevier
dc.source.none.fl_str_mv reponame:CONICET Digital (CONICET)
instname:Consejo Nacional de Investigaciones Científicas y Técnicas
reponame_str CONICET Digital (CONICET)
collection CONICET Digital (CONICET)
instname_str Consejo Nacional de Investigaciones Científicas y Técnicas
repository.name.fl_str_mv CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas
repository.mail.fl_str_mv dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar
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score 13.070432

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