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概率人口预测

: Probabilistic Population Projections.

作者信息

Ševčíková Hana, Raftery Adrian E

机构信息

Center for Statistics and the Social Sciences, University of Washington, Box 354322, Seattle, WA 98195-4322, USA.

Departments of Statistics and Sociology, University of Washington, Box 354320, Seattle, WA 98195-4320, USA.

出版信息

J Stat Softw. 2016 Dec;75. doi: 10.18637/jss.v075.i05. Epub 2016 Dec 6.

DOI:10.18637/jss.v075.i05
PMID:28077933
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5221849/
Abstract

We describe , an R package for producing probabilistic population projections for all countries. This uses probabilistic projections of total fertility and life expectancy generated by Bayesian hierarchical models. It produces a sample from the joint posterior predictive distribution of future age- and sex-specific population counts, fertility rates and mortality rates, as well as future numbers of births and deaths. It provides graphical ways of summarizing this information, including trajectory plots and various kinds of probabilistic population pyramids. An expression language is introduced which allows the user to produce the predictive distribution of a wide variety of derived population quantities, such as the median age or the old age dependency ratio. The package produces aggregated projections for sets of countries, such as UN regions or trading blocs. The methodology has been used by the United Nations to produce their most recent official population projections for all countries, published in the .

摘要

我们描述了一个用于生成所有国家概率性人口预测的R包。它使用贝叶斯分层模型生成的总生育率和预期寿命的概率性预测。它从未来年龄和性别特定人口数量、生育率和死亡率以及未来出生和死亡人数的联合后验预测分布中生成一个样本。它提供了总结这些信息的图形方式,包括轨迹图和各种概率性人口金字塔。引入了一种表达式语言,允许用户生成各种派生人口数量的预测分布,如中位数年龄或老年抚养比。该包为国家集合(如联合国区域或贸易集团)生成汇总预测。联合国已使用该方法生成其最新的所有国家官方人口预测,并发表在……中。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a63a/5221849/f55d0a861a1c/nihms741201f11.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a63a/5221849/869229d9598f/nihms741201f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a63a/5221849/574e492c0abf/nihms741201f8.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a63a/5221849/f55d0a861a1c/nihms741201f11.jpg

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本文引用的文献

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bayesTFR: An R Package for Probabilistic Projections of the Total Fertility Rate.贝叶斯总生育率预测:一个用于总生育率概率预测的R语言包。
J Stat Softw. 2011 Jul;43(1):1-29. doi: 10.18637/jss.v043.i01. Epub 2011 Jul 23.
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Bayesian Population Projections for the United Nations.联合国的贝叶斯人口预测
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World population stabilization unlikely this century.本世纪世界人口不太可能稳定下来。
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Regional Probabilistic Fertility Forecasting by Modeling Between-Country Correlations.通过对国家间相关性进行建模实现区域概率生育率预测。
Demogr Res. 2014;30(35):1011-1034. doi: 10.4054/demres.2014.30.35.
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The Age Pattern of Increases in Mortality Affected by HIV: Bayesian Fit of the Heligman-Pollard Model to Data from the Agincourt HDSS Field Site in Rural Northeast South Africa.受艾滋病毒影响的死亡率上升的年龄模式:将赫利希曼-波拉德模型贝叶斯拟合到南非东北农村阿金库尔卫生和人口动态监测点的数据
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