评估美国的死亡率不平等:关于未来可以说些什么?

Han Li, Rob J Hyndman
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引用次数: 3

摘要

本文通过建模和预测调和方法预测死亡率,调查了美国各州的寿命不平等。了解州一级死亡率经验的异质性至关重要,因为多种群死亡率建模的一个关键挑战是维度的诅咒,以及由此产生的跨亚种群的复杂依赖结构。此外,在预测未来死亡率时,重要的是要确保州一级的预测与国家一级的预测一致。为了解决这些问题,我们首先基于经典的随机死亡率模型获得独立的国家级预测,然后在预测调节过程中引入依赖结构。同时考虑了传统的自底向上和解和前沿的轨迹最小化和解方法。根据美国1969-2017年的总死亡率数据,我们预测了到2027年的10年全国和州一级的死亡率。研究发现,在未来的几十年里,长寿水平的地域不平等可能会继续存在,死亡率的改善速度将趋于放缓。
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Assessing Mortality Inequality in the U.S.: What Can be Said about the Future?
This paper investigates longevity inequality across U.S. states by modelling and forecasts mortality rates via a forecast reconciliation approach. Understanding the heterogeneity in state-level mortality experience is of fundamental importance, as a key challenge of multi-population mortality modeling is the curse of dimensionality, and the resulting complex dependence structures across sub-populations. Moreover, when projecting future mortality rates, it is important to ensure that the state-level forecasts are coherent with the national-level forecasts. We address these issues by first obtaining independent state-level forecasts based on classical stochastic mortality models, and then incorporating the dependence structure in the forecast reconciliation process. Both traditional bottom-up reconciliation and the cutting-edge trace minimization reconciliation methods are considered. Based on the U.S. total mortality data for the period 1969-2017, we project the 10-year-ahead mortality rates at both national-level and state-level up to 2027. We found that the geographical inequality in the longevity levels is likely to continue in the future, and the mortality improvement rates will tend to slow down in the coming decades.
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