Temporal and Spatial Taylor's Law: Application to Japanese Subnational Mortality Rates

Author:

Yang Yang1,Shang Han Lin2,Cohen Joel E.34567

Affiliation:

1. Department of Econometrics and Business Statistics, Monash University , Melbourne , Victoria , Australia

2. Department of Actuarial Studies and Business Analytics, Macquarie University , Sydney , New South Wales , Australia

3. Laboratory of Populations, The Rockefeller University , New York , New York , USA

4. Earth Institute & Department of Statistics , , New York , New York , USA

5. Columbia University , , New York , New York , USA

6. Department of Statistics , , Chicago , Illinois , USA

7. University of Chicago , , Chicago , Illinois , USA

Abstract

Abstract Taylor's law is a widely observed empirical pattern that relates the variances to the means of population densities. We present four extensions of the classical Taylor's law (TL): (1) a cubic extension of the linear TL describes the mean–variance relationship of human mortality at subnational levels well; (2) in a time series, long-run variance measures not only variance but also autocovariance, and it is a more suitable measure than variance alone to capture temporal/spatial correlation; (3) an extension of the classical equally weighted spatial variance takes account of synchrony and proximity; (4) robust linear regression estimators of TL parameters reduce vulnerability to outliers. Applying the proposed methods to age-specific Japanese subnational death rates from 1975 to 2018, we study temporal and spatial variations, compare different coefficient estimators, and interpret the implications. We apply a clustering algorithm to the estimated TL coefficients and find that cluster memberships are strongly related to prefectural gross domestic product. The time series of spatial TL coefficients has a decreasing trend that confirms the narrowing gap between rural and urban mortality in Japan.

Publisher

Oxford University Press (OUP)

Subject

Statistics, Probability and Uncertainty,Economics and Econometrics,Social Sciences (miscellaneous),Statistics and Probability

Reference74 articles.

1. Risk of mortality during and after the 2011 Great East Japan Earthquake and Tsunami among older coastal residents;Aida;Scientific Reports,2017

2. Variability in the abundance of animal and plant species;Anderson;Nature,1982

3. Mortality effects of community socioeconomic status;Anderson;Epidemiology,1997

4. Heteroskedasticity and autocorrelation consistent covariance matrix estimation;Andrews;Econometrica,1991

5. On the theoretical specification and sampling properties of autocorrelated time-series;Bartlett;Supplement to the Journal of the Royal Statistical Society,1946

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3