Literature DB >> 28077933

bayesPop: Probabilistic Population Projections.

Hana Ševčíková1, Adrian E Raftery2.   

Abstract

We describe bayesPop, 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 World Population Prospects.

Entities:  

Keywords:  Bayesian hierarchical model; United Nations; World Population Prospects; expression language; population projections; population pyramid

Year:  2016        PMID: 28077933      PMCID: PMC5221849          DOI: 10.18637/jss.v075.i05

Source DB:  PubMed          Journal:  J Stat Softw        ISSN: 1548-7660            Impact factor:   6.440


  14 in total

1.  Stochastic population forecasts for the United States: beyond high, medium, and low.

Authors:  R D Lee; S Tuljapurkar
Journal:  J Am Stat Assoc       Date:  1994-12       Impact factor: 5.033

2.  On the use of matrices in certain population mathematics.

Authors:  P H LESLIE
Journal:  Biometrika       Date:  1945-11       Impact factor: 2.445

3.  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.

Authors:  David J Sharrow; Samuel J Clark; Mark A Collinson; Kathleen Kahn; Stephen M Tollman
Journal:  Demogr Res       Date:  2013-12-03

4.  Joint Probabilistic Projection of Female and Male Life Expectancy.

Authors:  Adrian E Raftery; Nevena Lalic; Patrick Gerland
Journal:  Demogr Res       Date:  2014

5.  Probabilistic projections of the total fertility rate for all countries.

Authors:  Leontine Alkema; Adrian E Raftery; Patrick Gerland; Samuel J Clark; François Pelletier; Thomas Buettner; Gerhard K Heilig
Journal:  Demography       Date:  2011-08

6.  Bayesian probabilistic projections of life expectancy for all countries.

Authors:  Adrian E Raftery; Jennifer L Chunn; Patrick Gerland; Hana Sevčíková
Journal:  Demography       Date:  2013-06

7.  Bayesian probabilistic population projections for all countries.

Authors:  Adrian E Raftery; Nan Li; Hana Ševčíková; Patrick Gerland; Gerhard K Heilig
Journal:  Proc Natl Acad Sci U S A       Date:  2012-08-20       Impact factor: 11.205

8.  Regional Probabilistic Fertility Forecasting by Modeling Between-Country Correlations.

Authors:  Bailey K Fosdick; Adrian E Raftery
Journal:  Demogr Res       Date:  2014

9.  World population stabilization unlikely this century.

Authors:  Patrick Gerland; Adrian E Raftery; Hana Sevčíková; Nan Li; Danan Gu; Thomas Spoorenberg; Leontine Alkema; Bailey K Fosdick; Jennifer Chunn; Nevena Lalic; Guiomar Bay; Thomas Buettner; Gerhard K Heilig; John Wilmoth
Journal:  Science       Date:  2014-09-18       Impact factor: 47.728

10.  Reconstructing Past Populations With Uncertainty From Fragmentary Data.

Authors:  Mark C Wheldon; Adrian E Raftery; Samuel J Clark; Patrick Gerland
Journal:  J Am Stat Assoc       Date:  2013-03-15       Impact factor: 5.033

View more
  7 in total

1.  ACCOUNTING FOR UNCERTAINTY ABOUT PAST VALUES IN PROBABILISTIC PROJECTIONS OF THE TOTAL FERTILITY RATE FOR MOST COUNTRIES.

Authors:  Peiran Liu; Adrian E Raftery
Journal:  Ann Appl Stat       Date:  2020-06-29       Impact factor: 2.083

2.  Population and fertility by age and sex for 195 countries and territories, 1950-2017: a systematic analysis for the Global Burden of Disease Study 2017.

Authors: 
Journal:  Lancet       Date:  2018-11-08       Impact factor: 79.321

3.  sPop: Age-structured discrete-time population dynamics model in C, Python, and R.

Authors:  Kamil Erguler
Journal:  F1000Res       Date:  2018-08-08

4.  Demographic forecasting of population aging in Greece and Cyprus: one big challenge for the Mediterranean health and social system long-term sustainability.

Authors:  Demetris Lamnisos; Konstantinos Giannakou; Mihajlo Michael Jakovljevic
Journal:  Health Res Policy Syst       Date:  2021-02-15

5.  Probabilistic forecasts of international bilateral migration flows.

Authors:  Nathan G Welch; Adrian E Raftery
Journal:  Proc Natl Acad Sci U S A       Date:  2022-08-22       Impact factor: 12.779

6.  Improving wellbeing and reducing future world population.

Authors:  William W Murdoch; Fang-I Chu; Allan Stewart-Oaten; Mark Q Wilber
Journal:  PLoS One       Date:  2018-09-12       Impact factor: 3.240

7.  Bayesian projection of life expectancy accounting for the HIV/AIDS epidemic.

Authors:  Jessica Godwin; Adrian E Raftery
Journal:  Demogr Res       Date:  2017-11-23
  7 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.