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Progress on the UN Sustainable Development Goals (SDGs) is hampered by a persistent lack of data regarding key social, environmental, and economic indicators, particularly in developing countries.
The effect of household wealth on educational attainment: evidence from 35 countries
Deon Filmer and Lant Pritchett · 1999
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Poverty comparisons over time and across countries in africa
David E Sahn and David C Stifel · 2000
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Research into health, population and social transitions in rural south africa: Data and methods of the agincourt health and demographic surveillance system1
Kathleen Kahn, Stephen M Tollman, Mark A Collinson, Samuel J Clark, Rhian Twine, Benjamin D Clark, Mildred Shabangu, Francesc Xavier Gomez-Olive, Obed Mokoena, and Michel L Garenne · 2007
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Openstreetmap: User-generated street maps
Mordechai Haklay and Patrick Weber · 2008
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Using remotely sensed night-time light as a proxy for poverty in africa
Abdisalan M Noor, Victor A Alegana, Peter W Gething, Andrew J Tatem, and Robert W Snow · 2008
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Google trends: a web-based tool for real-time surveillance of disease outbreaks
Herman Anthony Carneiro and Eleftherios Mylonakis · 2009
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The use of twitter to track levels of disease activity and public concern in the us during the influenza a h1n1 pandemic
Alessio Signorini, Alberto Maria Segre, and Philip M Polgreen · 2011
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Mapping the vulnerability of crop production to drought in ghana using rainfall, yield and socioeconomic data
Philip Antwi-Agyei, Evan DG Fraser, Andrew J Dougill, Lindsay C Stringer, and Elisabeth Simelton · 2012
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Distributed representations of words and phrases and their compositionality
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean · 2013
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Distributed representations of sentences and documents
Quoc Le and Tomas Mikolov · 2014
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Mining indonesian tweets to understand food price crises
UN Global Pulse · 2014
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Predicting poverty and wealth from mobile phone metadata
Joshua Blumenstock, Gabriel Cadamuro, and Robert On · 2015
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Predicting deep zero-shot convolutional neural networks using textual descriptions
Jimmy Lei Ba, Kevin Swersky, Sanja Fidler, et al · 2015
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Pharmacovigilance from social media: mining adverse drug reaction mentions using sequence labeling with word embedding cluster features
Azadeh Nikfarjam, Abeed Sarker, Karen O’connor, Rachel Ginn, and Graciela Gonzalez · 2015
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The international wealth index (iwi)
Jeroen Smits and Roel Steendijk · 2015
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Quality assessment of wikipedia articles without feature engineering
Quang Vinh Dang and Claudia-Lavinia Ignat · 2016
Cross-region traffic prediction for china on openstreetmap
Frank F Xu, Bill Y Lin, Qi Lu, Yifei Huang, and Kenny Q Zhu · 2016
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An end-to-end learning solution for assessing the quality of wikipedia articles
Quang-Vinh Dang and Claudia-Lavinia Ignat · 2017
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Viirs night-time lights
Christopher D Elvidge, Kimberly Baugh, Mikhail Zhizhin, Feng Chi Hsu, and Tilottama Ghosh · 2017
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Poverty prediction with public landsat 7 satellite imagery and machine learning
Anthony Perez, Christopher Yeh, George Azzari, Marshall Burke, David Lobell, and Stefano Ermon · 2017
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Infrastructure quality assessment in africa using satellite imagery and deep learning
Barak Oshri, Annie Hu, Peter Adelson, Xiao Chen, Pascaline Dupas, Jeremy Weinstein, Marshall Burke, David Lobell, and Stefano Ermon · 2018
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Breakingnews: Article annotation by image and text processing
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Combining satellite imagery and machine learning to predict poverty
Neal Jean, Marshall Burke, Michael Xie, W. Matthew Davis, David B. Lobell, and Stefano Ermon · 2016
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An empirical evaluation of doc2vec with practical insights into document embedding generation
Jey Han Lau and Timothy Baldwin · 2016
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Text matching as image recognition
Liang Pang, Yanyan Lan, Jiafeng Guo, Jun Xu, Shengxian Wan, and Xueqi Cheng · 2016
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Transfer learning from deep features for remote sensing and poverty mapping
Michael Xie, Neal Jean, Marshall Burke, David Lobell, and Stefano Ermon · 2016
Cited alongside, same era.
http://http://afrobarometer.org
The afro program website
Cited in the paper.
http://www.dhsprogram.com
The dhs program website
Cited in the paper.
Arnau Ramisa, Fei Yan, Francesc Moreno-Noguer, and Krystian Mikolajczyk · 2018
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Learning to interpret satellite images using wikipedia
Evan Sheehan, Burak Uzkent, Chenlin Meng, Zhongyi Tang, Marshall Burke, David Lobell, and Stefano Ermon · 2018
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Image captioning and visual question answering based on attributes and external knowledge
Qi Wu, Chunhua Shen, Peng Wang, Anthony Dick, and Anton van den Hengel · 2018
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Learning to interpret satellite images in global scale using wikipedia
Burak Uzkent, Evan Sheehan, Chenlin Meng, Zhongyi Tang, Marshall Burke, David Lobell, and Stefano Ermon · 2019
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Learning two-branch neural networks for image-text matching tasks
Liwei Wang, Yin Li, Jing Huang, and Svetlana Lazebnik · 2019
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