Spatial and deep learning analyses of urban recovery from the impacts of COVID-19

Abstract This study investigates urban recovery from the COVID-19 pandemic by focusing on three main types of working, commercial, and night-life activities and associating them with land use and inherent socio-economic patterns as well as points of interests (POIs). Massive multi-source and multi-s...

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Bibliographic Details
Main Authors: Shuang Ma, Shuangjin Li, Junyi Zhang
Format: Article
Language:English
Published: Nature Portfolio 2023-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-29189-5