Publication:
Checking unimodality using isotonic regression: an application to breast cancer mortality rates

Date

2016

Director

Publisher

Springer
Acceso abierto / Sarbide irekia
Artículo / Artikulua
Versión aceptada / Onetsi den bertsioa

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Abstract

In some diseases it is well-known that a unimodal mortality pattern exists. A clear example in developed countries is breast cancer, where mortality increased sharply until the nineties and then decreased. This clear unimodal pattern is not necessarily applicable to all regions within a country. In this paper, we develop statistical tools to check if the unimodality pattern persists within regions using order restricted inference. Break points as well as confidence intervals are also provided. In addition, a new test for checking monotonicity against unimodality is derived allowing to discriminate between a simple increasing pattern and an up-then-down response pattern. A comparison with the widely used joinpoint regression technique under unimodality is provided. We show that the joinpoint technique could fail when the underlying function is not piecewise linear. Results will be illustrated using age-specific breast cancer mortality data from Spain in the period 1975-2005.

Description

Keywords

Change point, Isotonic regression, Order restricted inference, Temporal trends, Joint point regression, Segmented regression

Department

Estatistika eta Ikerketa Operatiboa / Institute for Advanced Materials and Mathematics - INAMAT2 / Estadística e Investigación Operativa

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© Springer-Verlag Berlin Heidelberg 2015

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