4.6 Article

Quantiles for counts

Journal

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
Volume 100, Issue 472, Pages 1226-1237

Publisher

AMER STATISTICAL ASSOC
DOI: 10.1198/016214505000000330

Keywords

jittering; quantile regression; smoothing

Funding

  1. Economic and Social Research Council [RES-544-28-5001, M544285003] Funding Source: researchfish

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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.

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