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Spend more but get less: unravelling the causes of bus ridership decline using a data-driven machine learning approach

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References

2010Transit-oriented development in a high-density city: Identifying its association with transit ridership in Seoul, Korea420 cited
2008Nature and/or nurture? Analyzing the determinants of transit ridership across US urbanized areas401 cited
2017Sharing riders: How bikesharing impacts bus ridership in New York City298 cited
2020Who left riding transit? Examining socioeconomic disparities in the impact of COVID-19 on ridership271 cited
2018Spatial variations in urban public ridership derived from GPS trajectories and smart card data251 cited
2015Factors affecting public transportation usage rate: Geographically weighted regression149 cited
2018How urban density, network topology and socio-economy influence public transport ridership: Empirical evidence from 48 European metropolitan areas133 cited
2022Why has public transit ridership declined in the United States?133 cited
2013Explaining transit ridership: What has the evidence shown?107 cited
2017Bike share in Fargo, North Dakota: Keys to success and factors affecting ridership101 cited
2010Measuring the structural determinants of urban travel demand79 cited
2021How did the COVID-19 pandemic impact traveler behavior toward public transport? The case of Athens, Greece72 cited
2021Exploring the factors affecting travel behaviors during the second phase of the COVID-19 pandemic in the United States71 cited

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2015Estimation of transit ridership based on spatial analysis and precise land use data55 cited

2021On bus ridership and frequency53 cited

2023Will transit recover? A retrospective study of nationwide ridership in the United States during the COVID-19 pandemic46 cited

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2025The Nonlinear Causal Effect Estimation of the Built Environment on Urban Rail Transit Station Flow Under Emergency4 cited
2025Rethinking dynamic interactions between commuting public transit modal share and land use patterns4 cited