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SSRN Electronic Journal
Article . 2008 . Peer-reviewed
Data sources: Crossref
EconStor
Research . 2008
Data sources: EconStor
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The Stochastic Fluctuation of the Quantile Regression Curve

Authors: Wolfgang Härdle; Song Song;

The Stochastic Fluctuation of the Quantile Regression Curve

Abstract

Let (X1, Y1), . . ., (Xn, Yn) be i.i.d. rvs and let l(x) be the unknown p-quantile regression curve of Y on X. A quantile-smoother ln(x) is a localised, nonlinear estimator of l(x). The strong uniform consistency rate is established under general conditions. In many applications it is necessary to know the stochastic fluctuation of the process {ln(x) - l(x)}. Using strong approximations of the empirical process and extreme value theory allows us to consider the asymptotic maximal deviation sup06x61 |ln(x)-l(x)|. The derived result helps in the construction of a uniform confidence band for the quantile curve l(x). This confidence band can be applied as a model check, e.g. in econometrics. An application considers a labour market discrimination effect.

Country
Germany
Keywords

Statistischer Test, Lohn, Nonparametric Fitting, J01, Kernel Smoothing, Stochastischer Prozess, C14, J31, USA, ddc:330, 330 Wirtschaft, Quantile Regression , Consistency Rate , Confidence Band , Check Function , Kernel Smoothing , Nonparametric Fitting, Consistency Rate, Regression, Check Function, Arbeitsmarktdiskriminierung, Quantile Regression, Quantile Regression, Consistency Rate, Confidence Band, Check Function, Kernel Smoothing, Nonparametric Fitting, Confidence Band, C00, Theorie, Lebensalter, Schätzung, jel: jel:C00, jel: jel:J01, jel: jel:J31, jel: jel:C14

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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