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基于带奖励的马尔可夫链概念估计终生营养不良期及其统计数据。

Estimating lifetime malnourished period and its statistics based on the concept of Markov chain with reward.

作者信息

Owoeye Seyifunmi M, Oseni Bamidele M, Gayawan Ezra

机构信息

Department of Statistics, Federal University of Technology, Akure, Nigeria.

出版信息

Heliyon. 2020 May 28;6(5):e04073. doi: 10.1016/j.heliyon.2020.e04073. eCollection 2020 May.

Abstract

Malnutrition among women, accessed through body mass index, has great consequences for achieving key national targets. This study introduces the concept of lifetime malnourished period (LMP): the number of years a woman would remain malnourished, either as underweight or overweight given that she is currently malnourished, and its measures of variation. Markov chain with rewards was used to compute the moments of LMP based on age-specific mortality rates and proportion of women of reproductive age that were either underweight or overweight using data from the 2013 Nigeria Demographic and Health Survey. Each of the two malnutrition status was treated as a Bernoulli-distributed reward with probability taken as the proportion of overweight or underweight women at specific age. Findings indicate that the average LMP for an underweight woman in Nigeria at age 15 years is 2.3 years but 5.8 for overweight. The remaining LMP for underweight is lower among women who attain higher level of education than for those with no or primary level of education with standard deviation reducing with age. Further, we found overweight women from the richest households and those from urban areas to have longer years of remaining in that state of health than their other counterparts, and that longevity contributes more to the variance in LMP for overweight than for underweight women.

摘要

通过体重指数衡量的女性营养不良状况,对实现国家关键目标有着重大影响。本研究引入了终身营养不良期(LMP)的概念:即假设一名女性目前处于营养不良状态(体重过轻或超重),她将持续处于这种营养不良状态的年数,以及其变异度量。基于2013年尼日利亚人口与健康调查的数据,使用带奖励的马尔可夫链,根据特定年龄的死亡率以及处于生育年龄的体重过轻或超重女性的比例,来计算LMP的矩。两种营养不良状态中的每一种都被视为服从伯努利分布的奖励,其概率取为特定年龄超重或体重过轻女性的比例。研究结果表明,尼日利亚15岁体重过轻女性的平均LMP为2.3年,而超重女性为5.8年。与未接受教育或仅接受小学教育的女性相比,接受较高教育水平的女性体重过轻的剩余LMP更低,且标准差随年龄降低。此外,我们发现来自最富有家庭的超重女性以及来自城市地区的超重女性,其处于该健康状态的剩余年数比其他女性更长,并且长寿对超重女性LMP方差的贡献比对体重过轻女性的更大。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e1d1/7262447/1c5a5fbaa689/gr001.jpg

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