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To analyze and project age-specific mortality or morbidity rates age-period-cohort (APC) models are very popular. Bayesian approaches facilitate estimation and improve predictions by assigning smoothing priors to age, period and cohort…

应用统计 · 统计学 2012-03-21 Andrea Riebler , Leonhard Held , Håvard Rue

We investigate jointly modeling Age-specific rates of various causes of death in a multinational setting. We apply Multi-Output Gaussian Processes (MOGP), a spatial machine learning method, to smooth and extrapolate multiple cause-of-death…

应用统计 · 统计学 2021-11-15 Nhan Huynh , Mike Ludkovski

In recent years, a wide range of mortality models has been proposed to address the diverse factors influencing mortality rates, which has highlighted the need to perform model selection. Traditional mortality model selection methods, such…

统计方法学 · 统计学 2025-10-22 Alex Diana , Jackie Wong Siaw Tze , Aniketh Pittea

Age-period-cohort (APC) models are frequently used in a variety of health and demographic related outcomes. Fitting and interpreting APC models to data in equal intervals (equal age and period widths) is non-trivial due to the structural…

统计方法学 · 统计学 2021-12-16 Connor Gascoigne , Theresa Smith

This paper extends Bayesian mortality projection models for multiple populations considering the stochastic structure and the effect of spatial autocorrelation among the observations. We explain high levels of overdispersion according to…

统计方法学 · 统计学 2021-03-08 Zhen Liu , Xiaoqian Sun , Yu-Bo Wang

Although traditional literature on mortality modeling has focused on single countries in isolation, recent contributions have progressively moved toward joint models for multiple countries. Besides favoring borrowing of information to…

应用统计 · 统计学 2025-04-08 Giovanni Romanò , Emanuele Aliverti , Daniele Durante

In cancer epidemiology using population-based data, regression models for the excess mortality hazard is a useful method to estimate cancer survival and to describe the association between prognosis factors and excess mortality. This method…

统计方法学 · 统计学 2019-04-19 Francisco J. Rubio , Bernard Rachet , Roch Giorgi , Camille Maringe , Aurelien Belot

Reliable mortality estimates at the subnational level are essential in the study of health inequalities within a country. One of the difficulties in producing such estimates is the presence of small populations, where the stochastic…

应用统计 · 统计学 2017-12-05 Monica Alexander , Emilio Zagheni , Magali Barbieri

Age-Period-Cohort (APC) models are well used in the context of modelling health and demographic data to produce smooth estimates of each time trend. When smoothing in the context of APC models, there are two main schools, frequentist using…

统计方法学 · 统计学 2023-12-18 Connor Gascoigne , Theresa Smith , Andrea Riebler

Epidemiological investigations of regionally aggregated spatial data often involve detecting spatial health disparities among neighboring regions on a map of disease mortality or incidence rates. Analyzing such data introduces spatial…

统计方法学 · 统计学 2025-11-21 Kyle Lin Wu , Sudipto Banerjee

Modelling and forecasting homogeneous age-specific mortality rates of multiple countries could lead to improvements in long-term forecasting. Data fed into joint models are often grouped according to nominal attributes, such as geographic…

统计方法学 · 统计学 2022-01-05 Chen Tang , Han Lin Shang , Yanrong Yang

Understanding and modeling mortality patterns, especially differences in mortality rates between populations, is vital for demographic analysis and public health planning. We compare three statistical models within the age-period framework…

应用统计 · 统计学 2025-10-14 Giacomo Lanfiuti Baldi , Andrea Nigri , Han Lin Shang

Contact matrices have become a key ingredient of modern epidemic models. They account for the stratification of contacts for the age of individuals and, in some cases, the context of their interactions. However, age and context are not the…

物理与社会 · 物理学 2023-07-03 Adriana Manna , Lorenzo Dall'Amico , Michele Tizzoni , Marton Karsai , Nicola Perra

This research explores how total mortality figures relate to age-standardized death rates within the United States, using the complete historical record of national mortality statistics. Through a detailed investigation of both all-cause…

其他定量生物学 · 定量生物学 2026-01-21 Brandon Dunbar , Paramahansa Pramanik , Haley Kate Robinson

There have been significant efforts devoted to solving the longevity risk given that a continuous growth in population ageing has become a severe issue for many developed countries over the past few decades. The Cairns-Blake-Dowd (CBD)…

应用统计 · 统计学 2024-12-30 Ka Kin Lam , Bo Wang

Social scientists have frequently sought to understand the distinct effects of age, period, and cohort, but disaggregation of the three dimensions is difficult because cohort = period - age. We argue that this technical difficulty reflects…

应用统计 · 统计学 2019-06-21 Liying Luo , James Hodges

Mortality is different across countries, states and regions. Several empirical research works however reveal that mortality trends exhibit a common pattern and show similar structures across populations. The key element in analyzing…

应用统计 · 统计学 2020-09-10 Lei Fang , Wolfgang K. Härdle , Juhyun Park

Analysing age-specific mortality, fertility, and migration patterns is a crucial task in demography with significant policy relevance. In practice, such analysis is challenging when studying a large number of subpopulations, due to small…

应用统计 · 统计学 2025-05-29 Gregor Zens

Contact networks are heterogeneous. People with similar characteristics are more likely to interact, a phenomenon called assortative mixing or homophily. While age-assortativity is well-established and social contact matrices for…

物理与社会 · 物理学 2024-01-19 Claus Kadelka

This paper explores and develops alternative statistical representations and estimation approaches for dynamic mortality models. The framework we adopt is to reinterpret popular mortality models such as the Lee-Carter class of models in a…

统计金融 · 定量金融 2020-08-04 Man Chung Fung , Gareth W. Peters , Pavel V. Shevchenko
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