Checking unimodality using isotonic regression: an application to breast cancer mortality rates |
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| Authors: | C Rueda M D Ugarte A F Militino |
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| Institution: | 1.Department of Statistics and Operations Research, Facultad de Ciencias,Valladolid University,Valladolid,Spain;2.Department of Statistics and Operations Research,Public University of Navarre,Pamplona,Spain;3.INAMAT,Public University of Navarre,Pamplona,Spain |
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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. |
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