A bayesian spatio-temporal dynamic analysis of food security in Africa

被引:0
|
作者
Bofa, Adusei [1 ]
Zewotir, Temesgen [1 ]
机构
[1] Univ KwaZulu Natal, Sch Math Stat & Comp Sci, Oliver Tambo Bldg,Westville Campus, Durban, South Africa
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
Child care factor; Dynamic parameters; Markov Chain Monte Carlo (MCMC); Food Insecurity Experience Scale; Principal Component Analysis(PCA); Undernourishment; SUB-SAHARAN AFRICA;
D O I
10.1038/s41598-024-65989-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Exploring the factors influencing Food Security and Nutrition (FSN) and understanding its dynamics is crucial for planning and management. This understanding plays a pivotal role in supporting Africa's food security efforts to achieve various Sustainable Development Goals (SDGs). Utilizing Principal Component Analysis (PCA) on data from the FAO website, spanning from 2000 to 2019, informative components are derived for dynamic spatio-temporal modeling of Africa's FSN Given the dynamic and evolving nature of the factors impacting FSN, despite numerous efforts to understand and mitigate food insecurity, existing models often fail to capture this dynamic nature. This study employs a Bayesian dynamic spatio-temporal approach to explore the interconnected dynamics of food security and its components in Africa. The results reveal a consistent pattern of elevated FSN levels, showcasing notable stability in the initial and middle-to-late stages, followed by a significant acceleration in the late stage of the study period. The Democratic Republic of Congo and Ethiopia exhibited particularly noteworthy high levels of FSN dynamicity. In particular, child care factors and undernourishment factors showed significant dynamicity on FSN. This insight suggests establishing regional task forces or forums for coordinated responses to FSN challenges based on dynamicity patterns to prevent or mitigate the impact of potential food security crises.
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页数:12
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