2022
DOI: 10.3390/su14095228
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Poverty-Returning Risk Monitoring and Analysis of the Registered Poor Households Based on BP Neural Network and Natural Breaks: A Case Study of Yunyang District, Hubei Province

Abstract: To address the problem of subjectivity in determining the poverty-returning risk among registered poor households, a method of monitoring and analyzing the poverty-returning risk among households based on BP neural network and natural breaks method was constructed. In the case of Yunyang District, Hubei Province, based on the data of the poverty alleviation and development system, we constructed a monitoring system for the poverty-returning risk for the registered poor households. The spatial distribution patt… Show more

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Cited by 6 publications
(6 citation statements)
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“…The use of this classification is designed to obtain the optimal arrangement of data values into different classes (Chen et al, 2013). This classification is capable of grouping datasets based on similar values (Khamis et al, 2018), optimizing the differences between classes, and imposing constraints on variables with significant differences (Zhang et al, 2022). In this study, the authors categorize the classification into three groups due to the limited coverage of regencies/cities in the West Nusa Tenggara Province.…”
Section: Methodsmentioning
confidence: 99%
See 1 more Smart Citation
“…The use of this classification is designed to obtain the optimal arrangement of data values into different classes (Chen et al, 2013). This classification is capable of grouping datasets based on similar values (Khamis et al, 2018), optimizing the differences between classes, and imposing constraints on variables with significant differences (Zhang et al, 2022). In this study, the authors categorize the classification into three groups due to the limited coverage of regencies/cities in the West Nusa Tenggara Province.…”
Section: Methodsmentioning
confidence: 99%
“…Excellent education enables parents to secure a stable and prestigious employment. Households with stable employment have a significant capacity for a life of satisfaction and contentment (Zhang et al, 2022). A working mother can reduce the infant mortality rate (IMR) by having more power to make decisions regarding childcare at home, including providing access to proper healthcare (Asif et al, 2022).…”
Section: Article Infomentioning
confidence: 99%
“…The method identifies class breaks that create groups with similar values, while maximizing differences between classes. Specifically, the boundaries for these classes are established at points where there are substantial variations in the data values ( Chen et al, 2013 ; Zhang et al, 2022 ). Both intensity and duration of bamboo shoot harvesting were considered as crucial factors limiting the availability of this key food resource for giant pandas.…”
Section: Methodsmentioning
confidence: 99%
“…As global efforts to alleviate poverty continue, understanding the concept of re-poverty risk becomes increasingly important. Repoverty risk refers to the probability that individuals or households, having escaped poverty, will experience a decline in their economic wellbeing and fall back into impoverished conditions (Zhang et al, 2022). This risk is often associated with various factors, such as economic instability, natural disasters, or health crises, and can be influenced by the availability and effectiveness of social safety nets and poverty reduction policies (Li Q. et al, 2022;Xu and Yang, 2022).…”
Section: Introductionmentioning
confidence: 99%