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Quantifying ethnic segregation in cities through random walks

Sociology

Quantifying ethnic segregation in cities through random walks

S. Sousa and V. Nicosia

This groundbreaking research conducted by Sandro Sousa and Vincenzo Nicosia introduces an innovative, non-parametric approach to measure spatial segregation in cities through random walks on graphs. By analyzing the time taken by a random walker to encounter diverse ethnic groups, the findings unveil significant insights into the multi-dimensional aspects of ethnic segregation and its connection to socioeconomic deprivation across US and UK metropolitan areas.... show more
Abstract
Socioeconomic segregation has an important role in the emergence of large-scale inequalities in urban areas. Most of the available measures of spatial segregation depend on the scale and size of the system under study, or neglect large-scale spatial correlations, or rely on ad-hoc parameters, making it hard to compare different systems on equal grounds. We propose here a family of non-parametric measures for spatial distributions, based on the statistics of the trajectories of random walks on graphs associated to a spatial system. These quantities provide a consistent estimation of segregation in synthetic spatial patterns, and we use them to analyse the ethnic segregation of metropolitan areas in the US and the UK. We show that the spatial diversity of ethnic distributions, as measured through diffusion on graphs, allow us to compare the ethnic segregation of urban areas having different size, shape, or peculiar microscopic characteristics, and exhibits a strong association with socioeconomic deprivation.
Publisher
Nature Communications
Published On
Oct 03, 2022
Authors
Sandro Sousa, Vincenzo Nicosia
Tags
spatial segregation
random walks
ethnic groups
metropolitan areas
socioeconomic deprivation
Class Coverage Time
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