A new approach to estimate neighborhood socioeconomic status using supermarket transactions and GNNs

A new approach to estimate neighborhood socioeconomic status using supermarket transactions and GNNs

Abstract Ending poverty in all its forms everywhere remains the number one Sustainable Development Goal of the United Nations 2030 Agenda. Governments face challenges in measuring socioeconomic status with fine spatial resolution because traditional data collection methods, such as censuses and surv...

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Bibliographic Details
Main Authors: Eduardo Cruz, Monica Villavicencio, Carmen Vaca, Lisette Espín-Noboa, Nervo Verdezoto
Format: Article
Language:English
Published: SpringerOpen 2025-01-01
Series:EPJ Data Science
Subjects:
Neighborhood socioeconomic status
Item embedding
Basket graph
Graph neural network
Spectral convolutional filter
Per capita income
Online Access:https://doi.org/10.1140/epjds/s13688-024-00515-9
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