Volume 27 - Article 21 | Pages 593-644

Point and interval forecasts of age-specific life expectancies: A model averaging approach

By Han Lin Shang

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References

Ahlburg, D.A. (1998). Using economic information and combining to improve forecast accuracy in demography. Minneapolis: Industrial Relations Center, University of Minnesota (Working Paper).

Download reference in RIS | BibTeX

Ahlburg, D.A. (2001). Population forecasting. In: Armstrong, J.S. (ed.). Principles of Forecasting. New York: Kluwer Academic Publishers: 557-575.

Download reference in RIS | BibTeX

Akaike, H. (1974). A new look at the statistical model identification. IEEE Transactions on Automatic Control 19(6): 716-723.

Weblink doi:10.1109/TAC.1974.1100705
Download reference in RIS | BibTeX

Alho, J.M. (1990). Stochastic methods in population forecasting. International Journal of Forecasting 6(4): 521-530.

Weblink doi:10.1016/0169-2070(90)90030-F
Download reference in RIS | BibTeX

Alho, J.M. (1998). A stochastic forecast of the population of Finland. Reviews 1998/4. Helsinki: Statistics Finland.

Download reference in RIS | BibTeX

Alho, J.M. and Spencer, B.D. (1985). Uncertain population forecasting. Journal of the American Statistical Association 80(390): 306-314.

Weblink doi:10.1080/01621459.1985.10478113
Download reference in RIS | BibTeX

Alho, J.M. and Spencer, B.D. (2005). Statistical Demography and Forecasting. New York: Springer.

Download reference in RIS | BibTeX

Bates, J.M. and Granger, C.W.J. (1969). The combination of forecasts. Operational Research Quarterly 20(4): 451-468.

Weblink doi:10.1057/jors.1969.103
Download reference in RIS | BibTeX

Bell, W.R. (1997). Comparing and assessing time series methods for forecasting age-specific fertility and mortality rates. Journal of Official Statistics 13(3): 279-303.

Download reference in RIS | BibTeX

Bell, W.R. and Monsell, B.C. (1991). Using principal components in time series modeling and forecasting of age-specific mortality rates. In: Bengtsson, T. and Keilman, N. (eds.). Proceedings of the American Statistical Association. Social Statistics Section: 154-159.

Download reference in RIS | BibTeX

Bengtsson, T. (2003). The need for looking far back in time when predicting future mortality trends. In: Bengtsson, T. and Keilman, N. (eds.). Perspectives on Mortality Forecasting. Swedish National Social Insurance Agency.

Download reference in RIS | BibTeX

Booth, H., Hyndman, R.J., Tickle, L., and De Jong, P. (2006). Lee-Carter mortality forecasting: A multi-country comparison of variants and extensions. Demographic Research 15(9): 289-310.

Weblink doi:10.4054/DemRes.2006.15.9
Download reference in RIS | BibTeX

Booth, H., Maindonald, J., and Smith, L. (2002). Applying Lee-Carter under conditions of variable mortality decline. Population Studies 56(3): 325-336.

Weblink doi:10.1080/00324720215935
Download reference in RIS | BibTeX

Bordley, R.F. (1982). The combination of forecasts: A Bayesian approach. The Journal of the Operational Research Society 33(2): 171-174.

Weblink doi:10.2307/2581301
Download reference in RIS | BibTeX

Box, G.E.P., Jenkins, G.M., and Reinsel, G.C. (2008). Time Series Analysis: Forecasting and Control. Hoboken, New Jersey: Wiley.

Download reference in RIS | BibTeX

Bozik, J.E. and Bell, W.R. (1987). Forecasting age-specific fertility using principal components. In: Proceedings of the American Statistical Association. Social Statistics Section: 396-401.

Download reference in RIS | BibTeX

Bunn, D.W. (1975). A Bayesian approach to the linear combination of forecasts. Operational Research Quarterly 26(2): 325-329.

Weblink doi:10.2307/3008467
Download reference in RIS | BibTeX

Burnham, K.P. and Anderson, D.R. (2002). Model Selection and Multimodel Inference: A Practical Information-Theoretic Approach. New York: Springer-Verlag.

Download reference in RIS | BibTeX

Burnham, K.P. and Anderson, D.R. (2004). Multimodel inference: Understanding AIC and BIC in model selection. Sociological Methods and Research 33(2): 261-304.

Weblink doi:10.1177/0049124104268644
Download reference in RIS | BibTeX

Cairns, A.J.G. (2000). A discussion of parameter and model uncertainty in insurance. Insurance: Mathematics & Economics 27(3): 313-330.

Weblink doi:10.1016/S0167-6687(00)00055-X
Download reference in RIS | BibTeX

Chatfield, C. (1993). Calculating interval forecasts. Journal of Business & Economic Statistics 11(2): 121-135.

Download reference in RIS | BibTeX

Chatfield, C. (2000). Time-Series Forecasting. Boca Raton, Florida: Chapman & Hall/CRC.

Weblink doi:10.1201/9781420036206
Download reference in RIS | BibTeX

Clemen, R.T. (1989). Combining forecasts: A review and annotated bibliography. International Journal of Forecasting 5(4): 559-583.

Weblink doi:10.1016/0169-2070(89)90012-5
Download reference in RIS | BibTeX

Dickinson, J.P. (1975). Some statistical results in the combination of forecasts. Operational Research Quarterly 24(2): 253-260.

Weblink doi:10.2307/3007853
Download reference in RIS | BibTeX

Geweke, J. and Amisano, G. (2012). Prediction with misspecified models. American Economic Review 102(3): 482-486.

Weblink doi:10.1257/aer.102.3.482
Download reference in RIS | BibTeX

Hoeting, J.A., Madigan, D., Raftery, A.E., and Volinsky, C.T. (1999). Bayesian model averaging: A tutorial. Statistical Science 14(4): 382-417.

Weblink doi:10.1214/ss/1009212814
Download reference in RIS | BibTeX

Human Mortality Database (2012). University of California, Berkeley (USA), and Max Planck Institute for Demographic Research (Germany).

Weblink http://www.mortality.org
Download reference in RIS | BibTeX

Hyndman, R.J. (2012a). Demography: Forecasting mortality, fertility, migration and population data. R package version 1.12.

Weblink http://CRAN.R-project.org/package=demography
Download reference in RIS | BibTeX

Hyndman, R.J. (2012b). Forecast: Forecasting functions for time series and linear models. R package version 3.24.

Weblink http://CRAN.R-project.org/package=forecast
Download reference in RIS | BibTeX

Hyndman, R.J. and Booth, H. (2008). Stochastic population forecasts using functional data models for mortality, fertility and migration. International Journal of Forecasting 24(3): 323-342.

Weblink doi:10.1016/j.ijforecast.2008.02.009
Download reference in RIS | BibTeX

Hyndman, R.J. and Khandakar, Y. (2008). Automatic time series forecasting: The forecast package for R. Journal of Statistical Software 27(3).

Download reference in RIS | BibTeX

Hyndman, R.J., Koehler, A.B., Ord, J. K., and Snyder, R.D. (2008). Forecasting with Exponential Smoothing: The State Space Approach. Berlin: Springer.

Weblink doi:10.1007/978-3-540-71918-2
Download reference in RIS | BibTeX

Hyndman, R.J. and Shang, H.L. (2009). Forecasting functional time series (with discussion). Journal of the Korean Statistical Society 38(3): 199-221.

Weblink doi:10.1016/j.jkss.2009.06.002
Download reference in RIS | BibTeX

Hyndman, R.J. and Ullah, M.S. (2007). Robust forecasting of mortality and fertility rates: A functional data approach. Computational Statistics & Data Analysis 51(10): 4942-4956.

Weblink doi:10.1016/j.csda.2006.07.028
Download reference in RIS | BibTeX

Keilman, N. and Pham, D.Q. (2000). Predictive intervals for age-specific fertility. European Journal of Population 16(1): 41-65.

Weblink doi:10.1023/A:1006385413134
Download reference in RIS | BibTeX

Lee, R.D. (1974). Forecasting births in post-transition populations: Stochastic renewal with serially correlated fertility. Journal of the American Statistical Association 69(347): 607-617.

Weblink doi:10.1080/01621459.1974.10480177
Download reference in RIS | BibTeX

Lee, R.D. (2003). Mortality forecasts and linear life expectancy trends. Berkeley: University of California (Working Paper No. 03-25).

Weblink http://www.demog.berkeley.edu1rlee/papers/Lund4b.pdf
Download reference in RIS | BibTeX

Lee, R.D. and Carter, L.R. (1992). Modeling and forecasting U.S. mortality. Journal of the American Statistical Association 87(419): 659-671.

Weblink doi:10.2307/2290201
Download reference in RIS | BibTeX

Lee, R.D. and Miller, T. (2001). Evaluating the performance of the Lee-Carter method for forecasting mortality. Demography 38(4): 537-549.

Weblink doi:10.1353/dem.2001.0036
Download reference in RIS | BibTeX

Lee, R.D. and Tuljapurkar, S. (1994). Stochastic population forecasts for the United States: Beyond high, medium, and low. Journal of the American Statistical Association 89(428): 1175-1189.

Weblink doi:10.1080/01621459.1994.10476857
Download reference in RIS | BibTeX

Libby, R. and Blashfield, R.K. (1978). Performance of a composite as a function of the number of judges. Organizational Behavior and Human Performance 21(2): 121-129.

Weblink doi:10.1016/0030-5073(78)90044-2
Download reference in RIS | BibTeX

Lutz, W., Sanderson, W., and Scherbov, S. (2001). The end of world population growth. Nature 412(6846): 543-545.

Weblink doi:10.1038/35087589
Download reference in RIS | BibTeX

Lutz, W. and Scherbov, S. (1998). An expert-based framework for probabilistic national population projections: The example of Austria. European Journal of Population 14(1): 1-17.

Weblink doi:10.1023/A:1006040321755
Download reference in RIS | BibTeX

Madigan, D. and Raftery, A.E. (1994). Model selection and accounting for model uncertainty in graphical models using Occam's window. Journal of the American Statistical Association 89(428): 1535-1546.

Weblink doi:10.1080/01621459.1994.10476894
Download reference in RIS | BibTeX

Nelder, J.A. and Mead, R. (1965). A simplex method for function minimization. The Computer Journal 7(4): 308-313.

Download reference in RIS | BibTeX

Oeppen, J. and Vaupel, J.W. (2002). Broken limits to life expectancy. Demography 296(5570): 1029-1031.

Weblink doi:10.1126/science.1069675
Download reference in RIS | BibTeX

Preston, S.H., Heuveline, P., and Guillot, M. (2001). Demography: Measuring and Modeling Population Processes. Oxford: Blackwell Publishers.

Download reference in RIS | BibTeX

R Development Core Team (2011). R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing.

Weblink http://www.R-project.org/
Download reference in RIS | BibTeX

Ramsay, J.O. (1988). Monotone regression splines in action. Statistical Science 3(4): 425-441.

Weblink doi:10.1214/ss/1177012761
Download reference in RIS | BibTeX

Ramsay, J.O. and Dalzell, C.J. (1991). Some tools for functional data analysis (with discussion). Journal of the Royal Statistical Society (Series B) 53: 539-572.

Download reference in RIS | BibTeX

Renshaw, A.E. and Haberman, S. (2003a). Lee-Carter mortality forecasting: A parallel generalized linear modelling approach for England and Wales mortality projections. Journal of the Royal Statistical Society: Series C 52(1): 119-137.

Weblink doi:10.1111/1467-9876.00393
Download reference in RIS | BibTeX

Rowland, D.T. (2003). Demographic Methods and Concepts. New York: Oxford University Press.

Download reference in RIS | BibTeX

Sanderson, W.C. (1998). Knowledge can improve forecasts! A review of selected socio-economic population projection models. Population and Development Review 24: 88-117.

Weblink doi:10.2307/2808052
Download reference in RIS | BibTeX

Schmittlein, D.C., Kim, J., and Morrison, D.G. (1990). Combining forecasts: Operational adjustments to theoretically optimal rules. Management Science 36(9): 1044-1056.

Weblink doi:10.1287/mnsc.36.9.1044
Download reference in RIS | BibTeX

Shang, H.L., Booth, H., and Hyndman, R.J. (2011). Point and interval forecasts of mortality rates and life expectancy: A comparison of ten principal component methods. Demographic Research 25: 173-214.

Weblink doi:10.4054/DemRes.2011.25.5
Download reference in RIS | BibTeX

Smith, S.K. and Shahidullah, M. (1995). An evaluation of population projection errors for census tracts. Journal of the American Statistical Association 90(429): 64-71.

Weblink doi:10.1080/01621459.1995.10476489
Download reference in RIS | BibTeX

Stoto, M.A. (1983). The accuracy of population projections. Journal of the American Statistical Association 78(381): 13-20.

Weblink doi:10.1080/01621459.1983.10477916
Download reference in RIS | BibTeX

Swanson, D.A. and Beck, D.M. (1994). A new short-term county population projection method. Journal of Economic and Social Measurement 20(1): 25-50.

Download reference in RIS | BibTeX

Tayman, J., Smith, S. K., and Lin, J. (2007). Precision, bias, and uncertainty for state population forecasts: An exploratory analysis of time series models. Population Research and Policy Review 26(3): 347-369.

Weblink doi:10.1007/s11113-007-9034-9
Download reference in RIS | BibTeX

Torri, T. and Vaupel, J.W. (2012). Forecasting life expectancy in an international context. International Journal of Forecasting 28(2): 519-531.

Weblink doi:10.1007/s11113-007-9034-9
Download reference in RIS | BibTeX

Tuljapurkar, S., Li, N., and Boe, C. (2000). A universal pattern of mortality decline in the G7 countries. Nature 405(6788): 789-792.

Weblink doi:10.1038/35015561
Download reference in RIS | BibTeX

White, K.M. (2002). Longevity advances in high-income countries, 1955-96. Population and Development Review 28(1): 59–76.

Weblink doi:10.1111/j.1728-4457.2002.00059.x
Download reference in RIS | BibTeX

Wright, J.H. (2008). Bayesian model averaging and exchange rate forecasts. Journal of Econometrics 146(2): 329-341.

Weblink doi:10.1016/j.jeconom.2008.08.012
Download reference in RIS | BibTeX

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