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首页> 外文期刊>Stochastic environmental research and risk assessment >Checking unimodality using isotonic regression: an application to breast cancer mortality rates
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Checking unimodality using isotonic regression: an application to breast cancer mortality rates

机译:等渗回归检查单峰性:在乳腺癌死亡率中的应用

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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.
机译:在某些疾病中,众所周知存在单峰死亡模式。发达国家的一个明显例子是乳腺癌,其死亡率急剧上升直至90年代,然后下降。这种清晰的单峰模式不一定适用于一个国家的所有地区。在本文中,我们开发了统计工具,以使用顺序限制推理来检查单峰模式是否在区域内持续存在。还提供了断点和置信区间。此外,推导了一种用于检查单调性与单峰性的新测试,从而可以区分简单的递增模式和自上而下的响应模式。提供了与单模态下广泛使用的联接点回归技术的比较。我们表明,当基础函数不是分段线性时,连接点技术可能会失败。将使用1975-2005年期间西班牙特定年龄的乳腺癌死亡率数据来说明结果。

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