BayesMortalityPlus: A Package in R for Bayesian Mortality Modeling

被引:0
作者
Silva, Lucas M. F. [1 ]
Figueiredo, Luiz F. V. [1 ]
Lobo, Viviana G. R. [1 ]
Fonseca, Thais C. O. [1 ]
Alves, Mariane B. [1 ]
机构
[1] Univ Fed Rio de Janeiro, Rio de Janeiro, Brazil
关键词
Bayesian mortality graduation; Heligman-Pollard model; dynamic linear models; Bayesian Lee-Carter; R; LEE-CARTER METHOD; GRADUATION; RATES;
D O I
10.18637/jss.v113.i09
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The BayesMortalityPlus package provides a framework for modeling and predicting mortality data. The package includes tools for the construction of life tables based on Heligman-Pollard laws, and also on dynamic linear smoothers. Flexibility is available in terms of modeling so that the response variable may be modeled as Poisson, binomial or Gaussian. If temporal data is available, the package provides a Bayesian implementation for the well-known Lee-Carter model that allows for estimation, projection of mortality over time, and assessment of uncertainty of any linear or nonlinear function of parameters such as life expectancy. Illustrations are considered to show the capability of the proposed package to model mortality data.
引用
收藏
页码:1 / 49
页数:49
相关论文
共 55 条
[1]  
BANERJEE S, 2004, HIERARCHICAL MODELIN
[2]  
Barigou K, 2023, StanMoMo: Bayesian Mortality Modelling with Stan, DOI [10.32614/CRAN.package.stanmomo.Rpackageversion1.2.0, DOI 10.32614/CRAN.PACKAGE.STANMOMO.RPACKAGEVERSION1.2.0]
[3]   Applying Lee-Carter under conditions of variable mortality decline [J].
Booth, H ;
Maindonald, J ;
Smith, L .
POPULATION STUDIES-A JOURNAL OF DEMOGRAPHY, 2002, 56 (03) :325-336
[4]  
BOWERS NL, 1986, ACTUARIAL MATH
[5]   A Poisson log-bilinear regression approach to the construction of projected lifetables [J].
Brouhns, N ;
Denuit, M ;
Vermunt, JK .
INSURANCE MATHEMATICS & ECONOMICS, 2002, 31 (03) :373-393
[6]   Smooth constrained mortality forecasting [J].
Camarda, Carlo G. .
DEMOGRAPHIC RESEARCH, 2019, 41 :1091-1130
[7]   Sums of smooth exponentials to decompose complex series of counts [J].
Camarda, Carlo G. ;
Eilers, Paul H. C. ;
Gampe, Jutta .
STATISTICAL MODELLING, 2016, 16 (04) :279-296
[8]   MortalitySmooth: An R Package for Smoothing Poisson Counts with P-Splines [J].
Camarda, Carlo G. .
JOURNAL OF STATISTICAL SOFTWARE, 2012, 50 (01) :1-24
[9]  
Carlin BP, 1992, T SOC ACTUARIES
[10]  
CARTER CK, 1994, BIOMETRIKA, V81, P541