Quantiles for counts

José A. F. Machado

doi:10.1198/016214505000000330

Quantiles for counts

2005-12-01

250

PRE

AI

J

José A. F. Machado

J

J. M. C. Santos Silva

DOI：10.1198/016214505000000330

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This article studies the estimation of conditional quantiles of counts. Given the discreteness of the data, some smoothness must be artificially imposed on the problem. We show that it is possible to smooth the data in a way that allows inference to be performed using standard quantile regression techniques. The performance and implementation of the estimators are illustrated by simulations and an application.

Keyword:

jittering

quantile regression

smoothing

Quantiles for counts

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