Identifying Urban Poverty Using High-Resolution Satellite Imagery and Machine Learning Approaches: Implications for Housing Inequality
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Lucci, Paula & Bhatkal, Tanvi & Khan, Amina, 2018. "Are we underestimating urban poverty?," World Development, Elsevier, vol. 103(C), pages 297-310.
- Appleton, Simon & Song, Lina & Xia, Qingjie, 2010.
"Growing out of Poverty: Trends and Patterns of Urban Poverty in China 1988-2002,"
World Development, Elsevier, vol. 38(5), pages 665-678, May.
- Appleton, Simon & Song, Lina & Xia, Qingjie, 2008. "Growing out of Poverty: Trends and Patterns of Urban Poverty in China 1988–2002," IZA Discussion Papers 3459, Institute of Labor Economics (IZA).
- Appleton, Simon & Song, Lina & Xia, Qingjie, 2008. "Growing out of poverty: trends and patterns of urban poverty in China 1988–2002," MPRA Paper 8346, University Library of Munich, Germany, revised Apr 2008.
- Hu, Lirong & He, Shenjing & Luo, Yun & Su, Shiliang & Xin, Jing & Weng, Min, 2020. "A social-media-based approach to assessing the effectiveness of equitable housing policy in mitigating education accessibility induced social inequalities in Shanghai, China," Land Use Policy, Elsevier, vol. 94(C).
- Juan C. Duque & Vicente Royuela & Miguel Noreña, 2012. "A Stepwise Procedure to Determinate a Suitable Scale for the Spatial Delimitation of Urban Slums," Advances in Spatial Science, in: Esteban Fernández Vázquez & Fernando Rubiera Morollón (ed.), Defining the Spatial Scale in Modern Regional Analysis, edition 127, chapter 0, pages 237-254, Springer.
- Hu, Lirong & He, Shenjing & Han, Zixuan & Xiao, He & Su, Shiliang & Weng, Min & Cai, Zhongliang, 2019. "Monitoring housing rental prices based on social media:An integrated approach of machine-learning algorithms and hedonic modeling to inform equitable housing policies," Land Use Policy, Elsevier, vol. 82(C), pages 657-673.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Ziqi Zhou & Yung Yau, 2021. "The Small Property Rights Housing Institution in Mainland China: The Perspective of Substitutability of Institutional Functions," Land, MDPI, vol. 10(9), pages 1-19, August.
- Nattapong Puttanapong & Amornrat Luenam & Pit Jongwattanakul, 2022. "Spatial Analysis of Inequality in Thailand: Applications of Satellite Data and Spatial Statistics/Econometrics," Sustainability, MDPI, vol. 14(7), pages 1-25, March.
- Aziza Usmanova & Ahmed Aziz & Dilshodjon Rakhmonov & Walid Osamy, 2022. "Utilities of Artificial Intelligence in Poverty Prediction: A Review," Sustainability, MDPI, vol. 14(21), pages 1-39, October.
- Yiting Su & Jing Li & Dongchuan Wang & Jiabao Yue & Xingguang Yan, 2022. "Spatio-Temporal Synergy between Urban Built-Up Areas and Poverty Transformation in Tibet," Sustainability, MDPI, vol. 14(14), pages 1-22, July.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Peng Peng & Hui Mao, 2023. "The Effect of Digital Financial Inclusion on Relative Poverty Among Urban Households: A Case Study on China," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 165(2), pages 377-407, January.
- Sheng Li & Yi Jiang & Shuisong Ke & Ke Nie & Chao Wu, 2021. "Understanding the Effects of Influential Factors on Housing Prices by Combining Extreme Gradient Boosting and a Hedonic Price Model (XGBoost-HPM)," Land, MDPI, vol. 10(5), pages 1-15, May.
- Wu, Chao & Du, Yihao & Li, Sheng & Liu, Pengyu & Ye, Xinyue, 2022. "Does visual contact with green space impact housing pricesʔ An integrated approach of machine learning and hedonic modeling based on the perception of green space," Land Use Policy, Elsevier, vol. 115(C).
- Srivastava, Abhinav & Mukherjee, Srabanti & Jebarajakirthy, Charles, 2020. "Aspirational consumption at the bottom of pyramid: A review of literature and future research directions," Journal of Business Research, Elsevier, vol. 110(C), pages 246-259.
- Juergen Deppner & Marcelo Cajias, 2024. "Accounting for Spatial Autocorrelation in Algorithm-Driven Hedonic Models: A Spatial Cross-Validation Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 68(2), pages 235-273, February.
- Sun, Yifan & Ma, Anbing & Su, Haorui & Su, Shiliang & Chen, Fei & Wang, Wen & Weng, Min, 2020. "Does the establishment of development zones really improve industrial land use efficiency? Implications for China’s high-quality development policy," Land Use Policy, Elsevier, vol. 90(C).
- Liu, Lianyi & Wu, Lifeng, 2020. "Predicting housing prices in China based on modified Holt's exponential smoothing incorporating whale optimization algorithm," Socio-Economic Planning Sciences, Elsevier, vol. 72(C).
- Janz, Teresa & Augsburg, Britta & Gassmann, Franziska & Nimeh, Zina, 2023.
"Leaving no one behind: Urban poverty traps in Sub-Saharan Africa,"
World Development, Elsevier, vol. 172(C).
- Janz, Teresa & Augsburg, B. & Gassmann, Franziska & Nimeh, Zina, 2022. "Leaving no one behind: Urban poverty traps in Sub-Saharan Africa," MERIT Working Papers 2022-041, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
- Dwumfour, Richard Adjei & Pan, Lei & Harris, Mark N., 2023. "FDI and development redux: Is R&D a substitute for FDIs?," MPRA Paper 116117, University Library of Munich, Germany.
- Horvath, Sabine & Soot, Matthias & Zaddach, Sebastian & Neuner, Hans & Weitkamp, Alexandra, 2021. "Deriving adequate sample sizes for ANN-based modelling of real estate valuation tasks by complexity analysis," Land Use Policy, Elsevier, vol. 107(C).
- Moisés Obaco & Juan Pablo Díaz-Sánchez, 2018. "“Urbanization in Ecuador: An overview using the FUA definition”," IREA Working Papers 201814, University of Barcelona, Research Institute of Applied Economics, revised Oct 2018.
- Chen, Shaohua & Ravallion, Martin, 2021.
"Reconciling the conflicting narratives on poverty in China,"
Journal of Development Economics, Elsevier, vol. 153(C).
- Shaohua Chen & Martin Ravallion, 2020. "Reconciling the Conflicting Narratives on Poverty in China," NBER Working Papers 28147, National Bureau of Economic Research, Inc.
- Martin Ravallion & Shaohua Chen, 2021. "Reconciling the Conflicting Narratives on Poverty in China," Working Papers gueconwpa~21-21-09, Georgetown University, Department of Economics.
- Kovacic, Zora & Musango, Josephine Kaviti & Ambole, Lorraine Amollo & Buyana, Kareem & Smit, Suzanne & Anditi, Christer & Mwau, Baraka & Ogot, Madara & Lwasa, Shuaib & Brent, Alan C. & Nsangi, Gloria , 2019. "Interrogating differences: A comparative analysis of Africa’s informal settlements," World Development, Elsevier, vol. 122(C), pages 614-627.
- Jin, Tanhua & Cheng, Long & Liu, Zhicheng & Cao, Jun & Huang, Haosheng & Witlox, Frank, 2022. "Nonlinear public transit accessibility effects on housing prices: Heterogeneity across price segments," Transport Policy, Elsevier, vol. 117(C), pages 48-59.
- Sisman, S. & Aydinoglu, A.C., 2022. "Improving performance of mass real estate valuation through application of the dataset optimization and Spatially Constrained Multivariate Clustering Analysis," Land Use Policy, Elsevier, vol. 119(C).
- Zambrano-Monserrate, Manuel A. & Ruano, María Alejandra & Yoong-Parraga, Cristina & Silva, Carlos A., 2021. "Urban green spaces and housing prices in developing countries: A Two-stage quantile spatial regression analysis," Forest Policy and Economics, Elsevier, vol. 125(C).
- Nuril Iksyaniyah & Luqman Hakim & Agung Listyadi, 2021. "Effects of Work Experience, Education Level, and Wages on Employee Performance with Religiosity as Moderating Variables," Technium Social Sciences Journal, Technium Science, vol. 16(1), pages 355-368, February.
- Gustavo A. García & Edgar Julián Muñoz González & Stefany Gallego Ortiz, 2018. "Análisis Espacial de la Informalidad Laboral a Nivel Intra-urbano," Documentos de Trabajo de Valor Público 16499, Universidad EAFIT.
- Yue Yang & Yongsheng Qian & Junwei Zeng & Xuting Wei & Minan Yang, 2023. "Walkability Measurement of 15-Minute Community Life Circle in Shanghai," Land, MDPI, vol. 12(1), pages 1-13, January.
- Robles Aguilar, Gisela & Sumner, Andy, 2020. "Who are the world’s poor? A new profile of global multidimensional poverty," World Development, Elsevier, vol. 126(C).
More about this item
Keywords
urban poverty; high-resolution satellite imagery; image features; machine learning approaches; China;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jlands:v:10:y:2021:i:6:p:648-:d:577015. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.