Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Worldwide Mobility Trends and the COVID-19 Pandemic: A Federated Regression Analysis During the pandemic’s Early Stage
The COVID-19COVID-19 pandemic has changed the world, and people have experienced various restrictionsRestriction and situations since January 2020. This chapter highlights the impact of the pandemic on people’s mobility trendsMobility trend at the early stages. It uses a correlation matrixCorrelation matrix method to find the correlations of mobility trends and six commonly-used places, including retailRetaiand recreationRecreation, groceries and pharmaciesPharmacies, parks, transit stationsTransit station, workplacesWorkplace, and residentialResidential once the COVID-19COVID-19 outbreak. It proposes a regression-enabled machine learningMachine learning model to predict daily travelDaily travel using the current epidemicEpidemic situation. This model offers the governmental, industrial, and business sectorsBusiness sector benefits to propose a plan to manage resources and provide services with minimised outbreaksOutbreak in the future.
Worldwide Mobility Trends and the COVID-19 Pandemic: A Federated Regression Analysis During the pandemic’s Early Stage
The COVID-19COVID-19 pandemic has changed the world, and people have experienced various restrictionsRestriction and situations since January 2020. This chapter highlights the impact of the pandemic on people’s mobility trendsMobility trend at the early stages. It uses a correlation matrixCorrelation matrix method to find the correlations of mobility trends and six commonly-used places, including retailRetaiand recreationRecreation, groceries and pharmaciesPharmacies, parks, transit stationsTransit station, workplacesWorkplace, and residentialResidential once the COVID-19COVID-19 outbreak. It proposes a regression-enabled machine learningMachine learning model to predict daily travelDaily travel using the current epidemicEpidemic situation. This model offers the governmental, industrial, and business sectorsBusiness sector benefits to propose a plan to manage resources and provide services with minimised outbreaksOutbreak in the future.
Worldwide Mobility Trends and the COVID-19 Pandemic: A Federated Regression Analysis During the pandemic’s Early Stage
Urban Sustainability
Pourroostaei Ardakani, Saeid (Autor:in) / Cheshmehzangi, Ali (Autor:in)
28.09.2023
13 pages
Aufsatz/Kapitel (Buch)
Elektronische Ressource
Englisch
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