Articles | Volume 21, issue 1
https://doi.org/10.5194/nhess-21-203-2021
https://doi.org/10.5194/nhess-21-203-2021
Research article
 | 
21 Jan 2021
Research article |  | 21 Jan 2021

A glimpse into the future of exposure and vulnerabilities in cities? Modelling of residential location choice of urban population with random forest

Sebastian Scheuer, Dagmar Haase, Annegret Haase, Manuel Wolff, and Thilo Wellmann

Related authors

Shifting spatial patterns in German population trends: local-level hot and cold spots, 1990–2019
Tim Leibert, Manuel Wolff, and Annegret Haase
Geogr. Helv., 77, 369–387, https://doi.org/10.5194/gh-77-369-2022,https://doi.org/10.5194/gh-77-369-2022, 2022
Short summary

Related subject area

Risk Assessment, Mitigation and Adaptation Strategies, Socioeconomic and Management Aspects
An impact-chain-based exploration of multi-hazard vulnerability dynamics: the multi-hazard of floods and the COVID-19 pandemic in Romania
Andra-Cosmina Albulescu and Iuliana Armaș
Nat. Hazards Earth Syst. Sci., 24, 2895–2922, https://doi.org/10.5194/nhess-24-2895-2024,https://doi.org/10.5194/nhess-24-2895-2024, 2024
Short summary
Always on my mind: indications of post-traumatic stress disorder among those affected by the 2021 flood event in the Ahr valley, Germany
Marie-Luise Zenker, Philip Bubeck, and Annegret H. Thieken
Nat. Hazards Earth Syst. Sci., 24, 2837–2856, https://doi.org/10.5194/nhess-24-2837-2024,https://doi.org/10.5194/nhess-24-2837-2024, 2024
Short summary
Earthquake insurance in Iran: solvency of local insurers in light of current market practices
Mohsen Ghafory-Ashtiany and Hooman Motamed
Nat. Hazards Earth Syst. Sci., 24, 2707–2726, https://doi.org/10.5194/nhess-24-2707-2024,https://doi.org/10.5194/nhess-24-2707-2024, 2024
Short summary
Micro-business participation in collective flood adaptation: lessons from scenario-based analysis in Ho Chi Minh City, Vietnam
Javier Revilla Diez, Roxana Leitold, Van Tran, and Matthias Garschagen
Nat. Hazards Earth Syst. Sci., 24, 2425–2440, https://doi.org/10.5194/nhess-24-2425-2024,https://doi.org/10.5194/nhess-24-2425-2024, 2024
Short summary
Brief communication: Storm Daniel flood impact in Greece in 2023: mapping crop and livestock exposure from synthetic-aperture radar (SAR)
Kang He, Qing Yang, Xinyi Shen, Elias Dimitriou, Angeliki Mentzafou, Christina Papadaki, Maria Stoumboudi, and Emmanouil N. Anagnostou
Nat. Hazards Earth Syst. Sci., 24, 2375–2382, https://doi.org/10.5194/nhess-24-2375-2024,https://doi.org/10.5194/nhess-24-2375-2024, 2024
Short summary

Cited articles

Ali, L., Haase, A., and Heiland, S.: Gentrification through Green Regeneration? Analyzing the Interaction between Inner-City Green Space Development and Neighborhood Change in the Context of Regrowth: The Case of Lene-Voigt-Park in Leipzig, Eastern Germany, Land, 9, 24, https://doi.org/10.3390/land9010024, 2020. a
Andersson, E., Haase, D., Scheuer, S., and Wellmann, T.: Neighbourhood character affects the spatial extent and magnitude of the functional footprint of urban green infrastructure, Landscape Ecol., 35, 1605–1618, https://doi.org/10.1007/s10980-020-01039-z, 2020. a
Antipov, E. A. and Pokryshevskaya, E. B.: Mass appraisal of residential apartments: An application of Random forest for valuation and a CART-based approach for model diagnostics, Expert Syst. Appl., 39, 1772–1778, 2012. a, b
Aslam, A., Masoumi, H., Naeem, N., and Ahmad, M.: Residential location choices and the role of mobility, socioeconomics, and land use in Hafizabad, Pakistan, Urbani Izziv, 30, 115–128, 2019. a, b
Balmes, J. R., Earnest, G., Katz, P. P., Yelin, E. H., Eisner, M. D., Chen, H., Trupin, L., Lurmann, F., and Blanc, P. D.: Exposure to traffic: Lung function and health status in adults with asthma, J. Allergy Clin. Immun., 123, 626–631, 2009. a, b
Download
Short summary
The choice of residential location is one of the drivers shaping risks in cities. We model likely outcomes of this decision-making process for distinct socioeconomic groups in the city of Leipzig, Germany, using random forests and geostatistical methods. In so doing, we uncover hot spots and cold spots that may indicate spatial patterns and trends in exposure and vulnerabilities of urban population, to shed light on how residential location choice affects these risk components as a process.
Altmetrics
Final-revised paper
Preprint