用Tweedie分布对两性死亡率进行离散建模

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2021-10-03 DOI:10.1080/03461238.2021.1980430
Jackie Li, David G. W. Pitt, Han Li
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引用次数: 1

摘要

过去的死亡率经验表明,死亡率水平的变化不是恒定的,可能比通常的泊松假设所暗示的要高。本文提出了两种方法来解决死亡率数据中经常出现的异质性。首先,开发了一个额外的分散子模型,并将其与均值模型相结合,以执行均值和分散的联合建模。此外,还采用了一组称为Tweedie家族的灵活分布来模拟死亡人数。使用澳大利亚和其他死亡率数据,本研究的结果表明,这种Tweedie双重建模框架总体上可以提高拟合性能,并且在评估养老金年金时也可以更充分地考虑寿命风险。
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Dispersion modelling of mortality for both sexes with Tweedie distributions
Past mortality experience has shown that the variability in mortality levels is not constant and can be higher than what the usual Poisson assumption implies. This paper proposes two ways to tackle the heterogeneity often present in mortality data. First, an additional dispersion submodel is developed and combined with the mean model to perform a joint modelling of the mean and the dispersion. Moreover, a flexible group of distributions called the Tweedie family is adopted to model the number of deaths. Using Australian and other mortality data, the results of this study show that this Tweedie double modelling framework can generally improve the fitting performance and also leads to a more adequate allowance for longevity risk when valuing pension annuities.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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