Applications of the dynamic system and differential equations to Taiwan mortality

Yong-Shiuan Lee, Meng-Rong Li, Jengnan Tzeng, Tsung-Jui Chiang-Lin
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Abstract

Modelling mortality is an important part of demographic researches. Since most developed countries have experienced rapid declines in mortality rates and population aging lately, it requires a more accurate mortality model to characterise and explain the phenomenon. Rather than stochastic models, the approach of the dynamic system and differential equations which is popular in natural sciences is applied in this study. The proposed model emphasises the mean reversion of the mortality where the mean stands for a hypothetical minimum rate. The model also depicts the speed of the convergence toward the minimum as the logistic curve. The empirical study shows that the model possesses reasonable characterisation and forecasts of Taiwan male and female age-specific mortalities. Subject to the algorithm the errors suggest that the model is comparatively better than Lee-Carter model, the benchmark model, for the ages from 15 to 70. Modelling the coefficients and modifying the algorithm will be the future work to raise the forecasting ability of the model.
动态系统与微分方程在台湾死亡率之应用
死亡率建模是人口统计学研究的重要组成部分。由于大多数发达国家最近经历了死亡率和人口老龄化的迅速下降,因此需要一个更准确的死亡率模型来描述和解释这一现象。本研究采用了自然科学中常用的动态系统和微分方程方法,而不是随机模型。所提出的模型强调死亡率的均值回归,其中均值代表假设的最低死亡率。该模型还将收敛到最小值的速度描述为logistic曲线。实证研究表明,该模型对台湾男女年龄死亡率具有合理的表征和预测。受算法误差的影响,该模型相对优于基准模型Lee-Carter模型,适用于15 - 70岁的人群。为提高模型的预测能力,对系数进行建模并对算法进行改进将是今后的工作。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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