Literature DB >> 25962866

Bayesian Population Forecasting: Extending the Lee-Carter Method.

Arkadiusz Wiśniowski1, Peter W F Smith, Jakub Bijak, James Raymer, Jonathan J Forster.   

Abstract

In this article, we develop a fully integrated and dynamic Bayesian approach to forecast populations by age and sex. The approach embeds the Lee-Carter type models for forecasting the age patterns, with associated measures of uncertainty, of fertility, mortality, immigration, and emigration within a cohort projection model. The methodology may be adapted to handle different data types and sources of information. To illustrate, we analyze time series data for the United Kingdom and forecast the components of population change to the year 2024. We also compare the results obtained from different forecast models for age-specific fertility, mortality, and migration. In doing so, we demonstrate the flexibility and advantages of adopting the Bayesian approach for population forecasting and highlight areas where this work could be extended.

Mesh:

Year:  2015        PMID: 25962866     DOI: 10.1007/s13524-015-0389-y

Source DB:  PubMed          Journal:  Demography        ISSN: 0070-3370


  17 in total

1.  Parameterized multistate population dynamics and projections.

Authors:  A Rogers
Journal:  J Am Stat Assoc       Date:  1986-03       Impact factor: 5.033

2.  Parameterizing age patterns of demographic rates with the multiexponential model schedule.

Authors:  A Rogers; J S Little
Journal:  Math Popul Stud       Date:  1994-02       Impact factor: 0.720

3.  Uncertain population forecasting.

Authors:  J M Alho; B D Spencer
Journal:  J Am Stat Assoc       Date:  1985-06       Impact factor: 5.033

4.  Modeling and forecasting the time series of US fertility: age distribution, range, and ultimate level.

Authors:  R D Lee
Journal:  Int J Forecast       Date:  1993-08

5.  Coherent mortality forecasts for a group of populations: an extension of the Lee-Carter method.

Authors:  Nan Li; Ronald Lee
Journal:  Demography       Date:  2005-08

6.  Early-life effects on socio-economic performance and mortality in later life: a full life-course approach using contemporary and historical sources.

Authors:  Tommy Bengtsson; Geraldine P Mineau
Journal:  Soc Sci Med       Date:  2009-03-25       Impact factor: 4.634

7.  Cohort analysis' unholy quest: a discussion.

Authors:  Stephen E Fienberg
Journal:  Demography       Date:  2013-12

8.  The BUGS project: Evolution, critique and future directions.

Authors:  David Lunn; David Spiegelhalter; Andrew Thomas; Nicky Best
Journal:  Stat Med       Date:  2009-11-10       Impact factor: 2.373

9.  Assessing validity and application scope of the intrinsic estimator approach to the age-period-cohort problem.

Authors:  Liying Luo
Journal:  Demography       Date:  2013-12

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
  13 in total

1.  Probabilistic population projections with migration uncertainty.

Authors:  Jonathan J Azose; Hana Ševčíková; Adrian E Raftery
Journal:  Proc Natl Acad Sci U S A       Date:  2016-05-23       Impact factor: 11.205

2.  Mortality Forecasting with the Lee-Carter Method: Adjusting for Smoothing and Lifespan Disparity.

Authors:  Ahbab Mohammad Fazle Rabbi; Stefano Mazzuco
Journal:  Eur J Popul       Date:  2020-04-08

3.  Accounting for Smoking in Forecasting Mortality and Life Expectancy.

Authors:  Yicheng Li; Adrian E Raftery
Journal:  Ann Appl Stat       Date:  2021-03-18       Impact factor: 2.083

4.  Estimating Large Correlation Matrices for International Migration.

Authors:  Jonathan J Azose; Adrian E Raftery
Journal:  Ann Appl Stat       Date:  2018-07-28       Impact factor: 2.083

Review 5.  Bayesian demography 250 years after Bayes.

Authors:  Jakub Bijak; John Bryant
Journal:  Popul Stud (Camb)       Date:  2016-02-23

6.  Predicting Virtual World User Population Fluctuations with Deep Learning.

Authors:  Young Bin Kim; Nuri Park; Qimeng Zhang; Jun Gi Kim; Shin Jin Kang; Chang Hun Kim
Journal:  PLoS One       Date:  2016-12-09       Impact factor: 3.240

7.  Probabilistic mortality forecasting with varying age-specific survival improvements.

Authors:  Christina Bohk-Ewald; Roland Rau
Journal:  Genus       Date:  2017-01-12

8.  Mortality and life expectancy forecast for (comparatively) high mortality countries.

Authors:  Ahbab Mohammad Fazle Rabbi; Stefano Mazzuco
Journal:  Genus       Date:  2018-11-01

9.  Predicting population age structures of China, India, and Vietnam by 2030 based on compositional data.

Authors:  Yigang Wei; Zhichao Wang; Huiwen Wang; Yan Li; Zhenyu Jiang
Journal:  PLoS One       Date:  2019-04-11       Impact factor: 3.240

10.  Model confidence sets and forecast combination: an application to age-specific mortality.

Authors:  Han Lin Shang; Steven Haberman
Journal:  Genus       Date:  2018-11-21
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.