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POVERTY MEASUREMENT OF URBAN INTERNAL SPACE BASED ON REMOTE SENSING IMAGES AND ONLINE RENTAL INFORMATION: A CASE STUDY OF THE CITY CORE OF GUANGZHOU |
YUAN Yuan1, LIU Jing1, CHEN Yi-min2, YOU Zhi-yang3 |
1. School of Geography and Planning, Guangdong Provincial Key Laboratory of Urbanization and Geosimulation, Sun Yat-sen University, Guangzhou 510275, China;
2. School of Geographic Sciences, Key Lab. of Geographic Information Science(Ministry of Education), East China Normal University, Shanghai 200241, China;
3. Baidu International Technology(Shenzhen) Co., Ltd, Shenzhen 518000, China |
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Abstract Academia has achieved remarkable results in poverty measurement mainly based on socioeconomic statistical data, such as census data and survey data. The development of wide coverage and multi-dimensionalpoverty indicators is one of the main challenges in urban poverty studies. By integratingonline rental information and remote sensing images from Google Earth and Landsat8, thisstudyproposesa BDPI (Big data poverty index), which is composed of three indicesin cluding land cover index, surface texture index and unit rent, to measure the spatial distribution of poverty in the city core of Guangzhou. 718 communities were included and a series of software such as FETEX2.0 and WEKA was applied in processes. Then the paper compares the result with the spatial distribution of multiple deprivation based on the Sixth national population census data, and study the differences between the two methods. The result shows that there is a high consistency between the two results, especially for the top 5% communities of poverty.
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Received: 06 December 2017
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何深静,刘玉亭,吴缚龙.南京市不同社会群体的贫困集聚度、贫困特征及其决定因素[J].地理研究,2010,29(4):703-715.[He Shenjing, Liu Yuting, Wu Fulong. Poverty profiles and poverty determinants of different social groups in Nanjing[J]. Geographical Research, 2010,29(4):703-715.]
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何深静,刘玉亭,吴缚龙.南京市不同社会群体的贫困集聚度、贫困特征及其决定因素[J].地理研究,2010,29(4):703-715.[He Shenjing, Liu Yuting, Wu Fulong. Poverty profiles and poverty determinants of different social groups in Nanjing[J]. Geographical Research, 2010,29(4):703-715.]
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袁媛,李珊.大城市低收入邻里社会贫困的测度差异与成因[J].地理学报,2012,67(10):59-67.[Yuan Yuan, Li Shan. The measurement, spatial differentiation and driving forces of social deprivation in low-income neighborhoods in Chinese large cities[J]. Acta Geographica Sinica, 2012,67(10):59-67.]
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袁媛,李珊.大城市低收入邻里社会贫困的测度差异与成因[J].地理学报,2012,67(10):59-67.[Yuan Yuan, Li Shan. The measurement, spatial differentiation and driving forces of social deprivation in low-income neighborhoods in Chinese large cities[J]. Acta Geographica Sinica, 2012,67(10):59-67.]
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王艳慧,钱乐毅,段福洲.县级多维贫困度量及其空间分布格局研究——以连片特困区扶贫重点县为例[J].地理科学,2013,33(12):1489-1497.[Wang Yanhui, Qian Leyi, Duan Fuzhou. Multidimensional poverty measurement and spatial distribution pattern at the country scale:A case study on key country from national contiguous special poverty-stricken areas[J]. Scientia Geographica Sinica, 2013,33(12):1489-1497.]
|
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袁媛,王仰麟,马晶,等.河北省县域贫困度多维评估[J].地理科学进展,2014,33(1):124-133.[Yuan Yuan, Wang Yanglin, Ma Jing, et al. Multidimensional evaluation of county poverty degree in Hebei province[J]. Progress in Geography, 2014,33(1):124-133.]
|
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曾永明,张果.基于GIS和BP神经网络的区域农村贫困空间模拟分析——一种区域贫困程度测度新方法[J].地理与地理信息科学,2011,27(2):70-75.[Zeng Yongming, Zhang Guo, Spatial simulating in regional rural poverty based on GIS and BP neural network:A new appraisement method on regional rural poverty[J]. Geography and Geo-Information Science, 2011,27(2):70-75.]
|
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许月卿,李双成,蔡运龙.基于GIS和人工神经网络的区域贫困化空间模拟分析——以贵州省猫跳河流域为例[J].地理科学进展, 2006,25(3):79-85.[Xu Yueqing, Li Shuangcheng, Cai Yunlong. Spatial simulation using for regional poverty GIS and artificial neural network:A case study of Maotiaohe watershed, Guizhou province[J]. Progress in Geography, 2006,25(3):79-85.]
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