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hal.structure.identifierInstitut de Mathématiques de Bordeaux [IMB]
hal.structure.identifierQuality control and dynamic reliability [CQFD]
hal.structure.identifierEuropean Center for Advanced Research in Economics and Statistics [ECARES]
hal.structure.identifierDépartement de Mathématique [Bruxelles] [ULB]
dc.contributor.authorCHARLIER, Isabelle
hal.structure.identifierDépartement de Mathématique [Bruxelles] [ULB]
hal.structure.identifierEuropean Center for Advanced Research in Economics and Statistics [ECARES]
dc.contributor.authorPAINDAVEINE, Davy
hal.structure.identifierQuality control and dynamic reliability [CQFD]
hal.structure.identifierInstitut de Mathématiques de Bordeaux [IMB]
dc.contributor.authorSARACCO, Jérôme
dc.date.accessioned2024-04-04T03:16:17Z
dc.date.available2024-04-04T03:16:17Z
dc.date.issued2015
dc.identifier.urihttps://oskar-bordeaux.fr/handle/20.500.12278/194204
dc.description.abstractEnIn quantile regression, various quantiles of a response variable Y are modelled as func- tions of covariates (rather than its mean). An important application is the construction of reference curves/surfaces and conditional prediction intervals for Y. Recently, a nonparametric quantile regression method based on the concept of optimal quantization was proposed. This method competes very well with k-nearest neighbor, kernel, and spline methods. In this paper, we describe an R package, called QuantifQuantile, that allows to perform quantization-based quantile regression. We describe the various functions of the package and provide examples.
dc.language.isoen
dc.publisherR Foundation for Statistical Computing
dc.subject.enquantile regression
dc.subject.enoptimal quantization
dc.subject.enR package
dc.subject.enNonparametric estimation
dc.title.enQuantifQuantile : an R package for performing quantile regression through optimal quantization
dc.typeArticle de revue
dc.subject.halMathématiques [math]/Statistiques [math.ST]
bordeaux.journalThe R Journal
bordeaux.hal.laboratoriesInstitut de Mathématiques de Bordeaux (IMB) - UMR 5251*
bordeaux.institutionUniversité de Bordeaux
bordeaux.institutionBordeaux INP
bordeaux.institutionCNRS
bordeaux.peerReviewedoui
hal.identifierhal-01108505
hal.version1
hal.popularnon
hal.audienceInternationale
hal.origin.linkhttps://hal.archives-ouvertes.fr//hal-01108505v1
bordeaux.COinSctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=The%20R%20Journal&rft.date=2015&rft.au=CHARLIER,%20Isabelle&PAINDAVEINE,%20Davy&SARACCO,%20J%C3%A9r%C3%B4me&rft.genre=article


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