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Night-Time Light Data: A Good Proxy Measure for Economic Activity?

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Cited by:

  1. Dedy Rahman Wijaya & Ni Luh Putu Satyaning Pradnya Paramita & Ana Uluwiyah & Muhammad Rheza & Annisa Zahara & Dwi Rani Puspita, 2022. "Estimating city-level poverty rate based on e-commerce data with machine learning," Electronic Commerce Research, Springer, vol. 22(1), pages 195-221, March.
  2. Wang, Jun & Ang, James B., 2024. "Epidemics, disease control, and China’s long-term development," Journal of Comparative Economics, Elsevier, vol. 52(1), pages 93-112.
  3. Nguyen, Cuong & Noy, Ilan, 2018. "Measuring the impact of insurance on urban recovery with light: The 2011 New Zealand earthquake," Working Paper Series 20316, Victoria University of Wellington, School of Economics and Finance.
  4. Pape,Utz Johann & Parisotto,Luca, 2019. "Estimating Poverty in a Fragile Context -- The High Frequency Survey in South Sudan," Policy Research Working Paper Series 8722, The World Bank.
  5. Martinez, Sebastian & Celhay, Pablo & Vidal, Cecilia & Johannsen, Julia, 2017. "Paying Patients for Prenatal Care: The Effect of a Small Cash Transfer on Stillbirths and Survival," IDB Publications (Working Papers) 8475, Inter-American Development Bank.
  6. Cruzatti C., John, 2021. "Free Trade Agreements and Development: a Global Analysis with Local Data," Working Papers 0702, University of Heidelberg, Department of Economics.
  7. Bluhm, Richard & Krause, Melanie, 2022. "Top lights: Bright cities and their contribution to economic development," Journal of Development Economics, Elsevier, vol. 157(C).
  8. Gregor Pfeifer & Fabian Wahl & Martyna Marczak, 2018. "Illuminating the World Cup effect: Night lights evidence from South Africa," Journal of Regional Science, Wiley Blackwell, vol. 58(5), pages 887-920, November.
  9. Kammerlander, Andreas & Schulze, Günther G., 2023. "Local economic growth and infant mortality," Journal of Health Economics, Elsevier, vol. 87(C).
  10. Mantas Lukauskas & Vaida Pilinkienė & Jurgita Bruneckienė & Alina Stundžienė & Andrius Grybauskas & Tomas Ruzgas, 2022. "Economic Activity Forecasting Based on the Sentiment Analysis of News," Mathematics, MDPI, vol. 10(19), pages 1-22, September.
  11. Christian Otchia & Simplice Asongu, 2020. "Industrial growth in sub-Saharan Africa: evidence from machine learning with insights from nightlight satellite images," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 48(8), pages 1421-1441, December.
  12. Alice Barreca & Rocco Curto & Diana Rolando, 2020. "Urban Vibrancy: An Emerging Factor that Spatially Influences the Real Estate Market," Sustainability, MDPI, vol. 12(1), pages 1-23, January.
  13. Jiang, Yi, 2020. "Spatial Dynamics and Driving Forces of Asian Cities," ADB Economics Working Paper Series 618, Asian Development Bank.
  14. Amavilah, Voxi Heinrich, 2017. "Artificial nighttime lights and the “real” well-being of nations: ‘Measuring economic growth from outer space’ and welfare from right here on Earth," MPRA Paper 79744, University Library of Munich, Germany.
  15. Xie, Tingting & Yuan, Ye, 2023. "Go with the wind: Spatial impacts of environmental regulations on economic activities in China," Journal of Development Economics, Elsevier, vol. 164(C).
  16. Patrick Lehnert & Michael Niederberger & Uschi Backes-Gellner & Eric Bettinger, 2020. "Proxying Economic Activity with Daytime Satellite Imagery: Filling Data Gaps Across Time and Space," Economics of Education Working Paper Series 0165, University of Zurich, Department of Business Administration (IBW), revised Sep 2022.
  17. Rolf Bergs & Rüdiger Budde, 2022. "The potential of small-scale spatial data in regional science," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 42(2), pages 97-110, August.
  18. Bergs, Rolf, 2016. "Exploring the Spatial Economy by Night," MPRA Paper 69764, University Library of Munich, Germany, revised 28 Feb 2016.
  19. Adriana Kocornik-Mina & Thomas K. J. McDermott & Guy Michaels & Ferdinand Rauch, 2020. "Flooded Cities," American Economic Journal: Applied Economics, American Economic Association, vol. 12(2), pages 35-66, April.
  20. Bidur Devkota & Hiroyuki Miyazaki & Apichon Witayangkurn & Sohee Minsun Kim, 2019. "Using Volunteered Geographic Information and Nighttime Light Remote Sensing Data to Identify Tourism Areas of Interest," Sustainability, MDPI, vol. 11(17), pages 1-29, August.
  21. Njuguna, Christopher & McSharry, Patrick, 2017. "Constructing spatiotemporal poverty indices from big data," Journal of Business Research, Elsevier, vol. 70(C), pages 318-327.
  22. Stelios Michalopoulos & Elias Papaioannou, 2018. "Spatial Patterns of Development: A Meso Approach," Annual Review of Economics, Annual Reviews, vol. 10(1), pages 383-410, August.
  23. Buhl-Wiggers, Julie & Jones, Sam & Thornton, Rebecca, 2021. "Boys lagging behind: Unpacking gender differences in academic achievement across East Africa," International Journal of Educational Development, Elsevier, vol. 83(C).
  24. Dinesh Panchal & Bala Krishnamoorthy & Vivekanand Khanapuri & Ashu Sharma, 2022. "Formulation of Proxy Measures: Measuring Business Model for Improving Competitiveness," International Journal of Global Business and Competitiveness, Springer, vol. 17(2), pages 142-161, December.
  25. Russ, Jason, 2020. "Water runoff and economic activity: The impact of water supply shocks on growth," Journal of Environmental Economics and Management, Elsevier, vol. 101(C).
  26. Jiajie Zhang & Tinggang Zhou, 2023. "Coupling Coordination Degree between Ecological Environment Quality and Urban Development in Chengdu–Chongqing Economic Circle Based on the Google Earth Engine Platform," Sustainability, MDPI, vol. 15(5), pages 1-15, March.
  27. Mikhaylov Andrey & Mikhaylova Anna & Alsynbaev Kamil & Bryksin Vitaliy & Hvaley Dmitry, 2021. "Remote-sensing technology in mapping socio-economic divergence of Europe," Bulletin of Geography. Socio-economic Series, Sciendo, vol. 52(52), pages 69-84, June.
  28. Jingxu Wang & Shike Qiu & Jun Du & Shengwang Meng & Chao Wang & Fei Teng & Yangyang Liu, 2022. "Spatial and Temporal Changes of Urban Built-Up Area in the Yellow River Basin from Nighttime Light Data," Land, MDPI, vol. 11(7), pages 1-14, July.
  29. Karymshakov, Kamalbek & Azhgaliyeva, Dina & Mishra, Ranjeeta & Aseinov, Dastan, 2022. "Evaluating COVID-19’s Impact on Firm Performance in the CAREC Region Using Night-Time Light Data: Azerbaijan, Georgia, Kazakhstan, and Mongolia," ADBI Working Papers 1332, Asian Development Bank Institute.
  30. Dickinson, Jeffrey, 2020. "Planes, Trains, and Automobiles: What Drives Human-Made Light?," MPRA Paper 103504, University Library of Munich, Germany.
  31. Jaqueson K Galimberti & Stefan Pichler & Regina Pleninger, 2023. "Measuring Inequality Using Geospatial Data," The World Bank Economic Review, World Bank, vol. 37(4), pages 549-569.
  32. Han Yue & Xinyan Zhu, 2019. "Exploring the Relationship between Urban Vitality and Street Centrality Based on Social Network Review Data in Wuhan, China," Sustainability, MDPI, vol. 11(16), pages 1-19, August.
  33. Al Kez, Dlzar & Foley, Aoife & Abdul, Zrar Khald & Del Rio, Dylan Furszyfer, 2024. "Energy poverty prediction in the United Kingdom: A machine learning approach," Energy Policy, Elsevier, vol. 184(C).
  34. Georgios Xezonakis & Felix Hartmann, 2020. "Economic downturns and the Greek referendum of 2015: Evidence using night-time light data," European Union Politics, , vol. 21(3), pages 361-382, September.
  35. Piotr Wójcik & Krystian Andruszek, 2022. "Predicting intra‐urban well‐being from space with nonlinear machine learning," Regional Science Policy & Practice, Wiley Blackwell, vol. 14(4), pages 891-913, August.
  36. Ahlfeldt, Gabriel M. & Barr, Jason, 2022. "Viewing urban spatial history from tall buildings," Regional Science and Urban Economics, Elsevier, vol. 94(C).
  37. Ardelean, Mircea & Minnebo, Philip, 2023. "The suitability of seas and shores for building submarine power interconnections," Renewable and Sustainable Energy Reviews, Elsevier, vol. 176(C).
  38. Rodríguez-Pose, Andrés & Frick, Susanne & Wong, Michael D., 2018. "Towards economically dynamic Special Economic Zones in emerging countries," CEPR Discussion Papers 12840, C.E.P.R. Discussion Papers.
  39. Doreen S. Boyd & Bertrand Perrat & Xiaodong Li & Bethany Jackson & Todd Landman & Feng Ling & Kevin Bales & Austin Choi-Fitzpatrick & James Goulding & Stuart Marsh & Giles M. Foody, 2021. "Informing action for United Nations SDG target 8.7 and interdependent SDGs: Examining modern slavery from space," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-14, December.
  40. E. Ustaoglu & R. Bovkır & A. C. Aydınoglu, 2021. "Spatial distribution of GDP based on integrated NPS-VIIRS nighttime light and MODIS EVI data: a case study of Turkey," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(7), pages 10309-10343, July.
  41. Xucai Zhang & Yeran Sun & Ting On Chan & Ying Huang & Anyao Zheng & Zhang Liu, 2021. "Exploring Impact of Surrounding Service Facilities on Urban Vibrancy Using Tencent Location-Aware Data: A Case of Guangzhou," Sustainability, MDPI, vol. 13(2), pages 1-23, January.
  42. Pallavi Rajkhowa & Lukas Kornher, 2022. "COVID-19 and distortions in urban food market in India," Indian Economic Review, Springer, vol. 57(1), pages 133-164, June.
  43. Jaqueson K. Galimberti, 2020. "Forecasting GDP Growth from Outer Space," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(4), pages 697-722, August.
  44. Boslett, Andrew & Hill, Elaine & Ma, Lala & Zhang, Lujia, 2021. "Rural light pollution from shale gas development and associated sleep and subjective well-being," Resource and Energy Economics, Elsevier, vol. 64(C).
  45. Xingxing Jin & Luyao Wei & Yi Wang & Yuqi Lu, 2021. "Construction of ecological security pattern based on the importance of ecosystem service functions and ecological sensitivity assessment: a case study in Fengxian County of Jiangsu Province, China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(1), pages 563-590, January.
  46. Pape,Utz Johann & Wollburg,Philip Randolph, 2019. "Estimation of Poverty in Somalia Using Innovative Methodologies," Policy Research Working Paper Series 8735, The World Bank.
  47. Boone, Catherine & Simson, Rebecca, 2019. "Regional inequalities in African political economy: theory, conceptualization and measurement, and political effects," LSE Research Online Documents on Economics 100861, London School of Economics and Political Science, LSE Library.
  48. Masayuki Kudamatsu, 2019. "Observing Economic Growth in Unrecognized States with Nighttime Light," OSIPP Discussion Paper 19E002, Osaka School of International Public Policy, Osaka University.
  49. Ruiting Zhai & Chuanrong Zhang & Weidong Li & Mark A. Boyer & Dean Hanink, 2016. "Prediction of Land Use Change in Long Island Sound Watersheds Using Nighttime Light Data," Land, MDPI, vol. 5(4), pages 1-16, December.
  50. Ola Hall & Mattias Ohlsson & Thortseinn Rognvaldsson, 2022. "Satellite Image and Machine Learning based Knowledge Extraction in the Poverty and Welfare Domain," Papers 2203.01068, arXiv.org.
  51. Shapiro, Daniel & Oh, Chang Hoon & Zhang, Peng, 2023. "Nighttime lights data and their implications for IB research," Journal of International Management, Elsevier, vol. 29(5).
  52. Massimiliano Ferraresi & Maurizio Conti & Nikolaos Benos & Stelios Karagiannis, & Michail Papazoglou, 2022. "Structural reforms during the greek economic adjustment programme: the amalgamation of municipalities," Working papers 109, Società Italiana di Economia Pubblica.
  53. Basihos, Seda, 2016. "Nightlights as a Development Indicator: The Estimation of Gross Provincial Product (GPP) in Turkey," MPRA Paper 75553, University Library of Munich, Germany, revised 09 Sep 2016.
  54. World Bank Group, 2017. "Special Economic Zones," World Bank Publications - Reports 29054, The World Bank Group.
  55. Choumert-Nkolo, Johanna & Combes Motel, Pascale & Le Roux, Leonard, 2019. "Stacking up the ladder: A panel data analysis of Tanzanian household energy choices," World Development, Elsevier, vol. 115(C), pages 222-235.
  56. Xu Shengxia & Liu Qiang & Lu Xiaoli, 2021. "Measuring the Imbalance of Regional Development from Outer Space in China," Journal of Systems Science and Information, De Gruyter, vol. 9(5), pages 519-532, October.
  57. Patrick Adler & Richard Florida & Maxwell Hartt, 2020. "Mega Regions and Pandemics," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 111(3), pages 465-481, July.
  58. Sarah J. Carrington & Pablo Jiménez‐Ayora, 2021. "Shedding light on the convergence debate: Using luminosity data to investigate economic convergence in Ecuador," Review of Development Economics, Wiley Blackwell, vol. 25(1), pages 200-227, February.
  59. Nguyen, Cuong & Noy, Ilan, 2018. "Measuring the impact of insurance on urban recovery with light: The 2011 New Zealand earthquake," Working Paper Series 6955, Victoria University of Wellington, School of Economics and Finance.
  60. Akter, Sonia & Fauzia, Talitha & Pundit, Madhavi & Schroder, Marcel, 2022. "A Gender-Specific Earthquake Recovery Assessment Using Administrative and Satellite Data: The Case of Indonesia’s 2016 Aceh Earthquake," ADB Economics Working Paper Series 674, Asian Development Bank, revised 07 Feb 2023.
  61. Coulibaly, Issiaka & Dembélé, Moustapha, 2024. "Impacts of remittances from internal and international migrants on poverty and inequality in Mali," International Economics, Elsevier, vol. 177(C).
  62. Bauer, Vincent & Platas, Melina R. & Weinstein, Jeremy M., 2022. "Legacies of Islamic Rule in Africa: Colonial Responses and Contemporary Development," World Development, Elsevier, vol. 152(C).
  63. Donna Feir & Rob Gillezeau & Maggie Jones, 2018. "Illuminating Indigenous Economic Development," Department Discussion Papers 1806, Department of Economics, University of Victoria.
  64. Tilottama Ghosh & Sharolyn J. Anderson & Christopher D. Elvidge & Paul C. Sutton, 2013. "Using Nighttime Satellite Imagery as a Proxy Measure of Human Well-Being," Sustainability, MDPI, vol. 5(12), pages 1-32, November.
  65. Anna Bruederle & Roland Hodler, 2018. "Nighttime lights as a proxy for human development at the local level," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-22, September.
  66. Marbuah, George & Gren, Ing-Marie & Mckie, Brendan G. & Buisson, Laëtitia, 2021. "Economic activity and distribution of an invasive species: Evidence from night-time lights satellite imagery data," Ecological Economics, Elsevier, vol. 185(C).
  67. Yi Cheng & Hui Liu & Dongmei Chen & Haimeng Liu, 2022. "Human Activity Intensity and Its Spatial-Temporal Evolution in China’s Border Areas," Land, MDPI, vol. 11(7), pages 1-19, July.
  68. Boone, Catherine & Simson, Rebecca, 2019. "Regional inequalities in African political economy: theory, conceptualization and measurement, and political effects," Economic History Working Papers 100861, London School of Economics and Political Science, Department of Economic History.
  69. Li, Qiumeng & Fuerst, Franz & Luca, Davide, 2023. "Do shared E-bikes reduce urban carbon emissions?," Journal of Transport Geography, Elsevier, vol. 112(C).
  70. Yeseul Hyun & Shree Ravi, 2018. "Place-based Development: Evidence from Special Economic Zones in India," Boston University - Department of Economics - The Institute for Economic Development Working Papers Series dp-306, Boston University - Department of Economics.
  71. Bachtrögler-Unger, Julia & Dolls, Mathias & Krolage, Carla & Schüle, Paul & Taubenböck, Hannes & Weigand, Matthias, 2023. "EU cohesion policy on the ground: Analyzing small-scale effects using satellite data," Regional Science and Urban Economics, Elsevier, vol. 103(C).
  72. Banerjee, Rajabrata & Mishra, Vinod & Maruta, Admasu Asfaw, 2021. "Energy poverty, health and education outcomes: Evidence from the developing world," Energy Economics, Elsevier, vol. 101(C).
  73. Vincent, Rose Camille & Osei Kwadwo, Victor, 2022. "Spatial interdependence and spillovers of fiscal grants in Benin: Static and dynamic diffusions," World Development, Elsevier, vol. 158(C).
  74. José García-Montalvo & Marta Reynal-Querol & Juan Carlos Muñoz Mora, 2021. "Measuring Inequality from Above," Working Papers 1252, Barcelona School of Economics.
  75. Medhavi Sandhani & Anubhab Pattanayak & K.S. Kavi Kumar, 2020. "Impact of Climate Change on Economic Growth: A Case Study of India," Working Papers 2020-204, Madras School of Economics,Chennai,India.
  76. Natalya Rybnikova & Boris Portnov, 2015. "Using light-at-night (LAN) satellite data for identifying clusters of economic activities in Europe," Letters in Spatial and Resource Sciences, Springer, vol. 8(3), pages 307-334, November.
  77. Mitze, Timo & Breidenbach, Philipp, 2023. "The complex regional effects of macro-institutional shocks: Evidence from EU economic integration over three decades," Ruhr Economic Papers 1007, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
  78. Tingting Xie & Yong Wang & Ye Yuan, 2024. "Health Benefits from Improved Air Quality: Evidence from Pollution Regulations in China’s “ $$2{+}26$$ 2 + 26 ” Cities," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 87(5), pages 1175-1221, May.
  79. Juan Jose Miranda & Oscar A. Ishizawa & Hongrui Zhang, 2020. "Understanding the Impact Dynamics of Windstorms on Short-Term Economic Activity from Night Lights in Central America," Economics of Disasters and Climate Change, Springer, vol. 4(3), pages 657-698, October.
  80. Meng, Lina & Graus, Wina & Worrell, Ernst & Huang, Bo, 2014. "Estimating CO2 (carbon dioxide) emissions at urban scales by DMSP/OLS (Defense Meteorological Satellite Program's Operational Linescan System) nighttime light imagery: Methodological challenges and a ," Energy, Elsevier, vol. 71(C), pages 468-478.
  81. Jeremy Proville & Daniel Zavala-Araiza & Gernot Wagner, 2017. "Night-time lights: A global, long term look at links to socio-economic trends," PLOS ONE, Public Library of Science, vol. 12(3), pages 1-12, March.
  82. Mantong Zhao & Qiuwen Zhou & Yingzhong Luo & Yuan Li & Yalin Wang & Ershuang Yuan, 2024. "Threshold Effects between Ecosystem Services and Natural and Social Drivers in Karst Landscapes," Land, MDPI, vol. 13(5), pages 1-23, May.
  83. Xiekui Zhang & Xinfeng Zuo & Xinjian Chen, 2023. "Open doors: The impact of border reforming and opening policies on the regional border economies of China," International Studies of Economics, John Wiley & Sons, vol. 18(4), pages 527-546, December.
  84. Krittaya Sangkasem & Nattapong Puttanapong, 2022. "Analysis of spatial inequality using DMSP‐OLS nighttime‐light satellite imageries: A case study of Thailand," Regional Science Policy & Practice, Wiley Blackwell, vol. 14(4), pages 828-849, August.
  85. 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.
  86. Vera Shanshan Lin & Yuan Qin & Tianyu Ying & Shujie Shen & Guangming Lyu, 2022. "Night-time economy vitality index: Framework and evidence," Tourism Economics, , vol. 28(3), pages 665-691, May.
  87. Andreas Kammerlander, 2022. "Economic Growth and Pollution in different Political Regimes," Discussion Paper Series 43, Department of International Economic Policy, University of Freiburg, revised Oct 2022.
  88. Guibor Camargo & Andrés Miguel Sampayo & Andrés Peña Galindo & Francisco J Escobedo & Fernando Carriazo & Alejandro Feged-Rivadeneira, 2020. "Exploring the dynamics of migration, armed conflict, urbanization, and anthropogenic change in Colombia," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-18, November.
  89. Li, Huixuan & Chen, Jing & Chen, Zihao & Xu, Jianguo, 2022. "Urban population distribution in China: Evidence from internet population," China Economic Review, Elsevier, vol. 74(C).
  90. Yi Jiang, 2021. "Asian cities: spatial dynamics and driving forces," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 66(3), pages 609-654, June.
  91. John Cruzatti C., 2019. "Free Trade Agreements and Local Economic Development: a Global Analysis with High-Resolution Data," Economics Working Paper from Condorcet Center for political Economy at CREM-CNRS 2019-04-ccr, Condorcet Center for political Economy.
  92. Ruiqiao Bai & Jacqueline C. K. Lam & Victor O. K. Li, 2023. "What dictates income in New York City? SHAP analysis of income estimation based on Socio-economic and Spatial Information Gaussian Processes (SSIG)," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-14, December.
  93. Cuong Nguyen & Ilan Noy, 2018. "Measuring the Impact of Insurance on Urban Recovery with Light: The 2010-2011 New Zealand Earthquakes," CESifo Working Paper Series 7031, CESifo.
  94. Wu, Yu & Sills, Erin O., 2018. "The Evolving Relationship between Market Access and Deforestation on the Amazon Frontier," 2018 Annual Meeting, August 5-7, Washington, D.C. 274317, Agricultural and Applied Economics Association.
  95. Lukuyu, June & Shiran, Myriam & Kennedy, Ryan & Urpelainen, Johannes & Taneja, Jay, 2023. "Purchasing power: Examining customer profiles and patterns for decentralized electricity systems in East Africa," Energy Policy, Elsevier, vol. 172(C).
  96. Mohammad Rafiqul Islam & Masud Alam & Munshi Naser .Ibne Afzal & Sakila Alam, 2021. "Nighttime Light Intensity and Child Health Outcomes in Bangladesh," Papers 2108.00926, arXiv.org, revised Sep 2022.
  97. Yonatan Dinku & Dereje Regasa, 2021. "Ethnic Diversity and Local Economies," South African Journal of Economics, Economic Society of South Africa, vol. 89(3), pages 348-367, September.
  98. Krystian Andruszek & Piotr Wójcik, 2020. "Predicting well-being based on features visible from space – the case of Warsaw," Working Papers 2020-37, Faculty of Economic Sciences, University of Warsaw.
  99. Rolf Bergs, 2018. "The detection of natural cities in the Netherlands—Nocturnal satellite imagery and Zipf’s law [Die Abgrenzung natürlicher Städte in den Niederlanden: Nachtsatellitenbilder und das Zipf-Gesetz]," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 38(2), pages 111-140, October.
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