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Stratifying and predicting patterns of neighbourhood change and gentrification ‐ an urban analytics approach

Yee, J; Dennett, A; (2022) Stratifying and predicting patterns of neighbourhood change and gentrification ‐ an urban analytics approach. Transactions of the Institute of British Geographers 10.1111/tran.12522. (In press). Green open access

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Abstract

While recent debates have widely acknowledged gentrification’s varied manifestations, success in enumerating and disentangling the process and its defining features from other forms of neighbourhood change at-scale and across entire cities, has remained largely elusive. This paper addresses this gap and employs a novel, open and reproducible urban analytics approach to systematically examine the past and future trajectories of neighbourhood change using London, England, as a case-study example. Using suites of datasets relating to population, house prices and built environment development, the nature of gentrification’s mutations and its spatial patterns are extracted through a multi-stage data dimensionality reduction and classification methodology. Machine Learning is subsequently adopted to model gentrification’s observed trends and predict its future frontiers with interactive visualisation methods offering new insights into gentrification’s projected dynamics and geographies.

Type: Article
Title: Stratifying and predicting patterns of neighbourhood change and gentrification ‐ an urban analytics approach
Open access status: An open access version is available from UCL Discovery
DOI: 10.1111/tran.12522
Publisher version: https://doi.org/10.1111/tran.12522
Language: English
Additional information: © 2021 The Authors. Transactions of the Institute of British Geographers published by John Wiley & Sons Ltd on behalf of Royal Geographical Society (with The Institute of British Geographers). This is an open access article under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/).
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of the Built Environment
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of the Built Environment > Centre for Advanced Spatial Analysis
URI: https://discovery.ucl.ac.uk/id/eprint/10140805
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