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- Title
Checking unimodality using isotonic regression: an application to breast cancer mortality rates.
- Authors
Rueda, C.; Ugarte, M.; Militino, A.
- 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.
- Subjects
BREAST cancer statistics; CANCER-related mortality; ISOTONIC regression; DEATH rate; PIECEWISE linear approximation
- Publication
Stochastic Environmental Research & Risk Assessment, 2016, Vol 30, Issue 4, p1277
- ISSN
1436-3240
- Publication type
Article
- DOI
10.1007/s00477-015-1111-8