Time-varying and non-linear associations between metro ridership and the built environment
The metro is the backbone of the transport system in many cities. Analyzing the built-
environment correlates of metro ridership is crucial for transit-oriented development (TOD) …
environment correlates of metro ridership is crucial for transit-oriented development (TOD) …
The application of XGBoost and SHAP to examining the factors in freight truck-related crashes: An exploratory analysis
Due to the burgeoning demand for freight movement, freight related road safety threats have
been growing substantially. In spite of some research on the factors influencing freight truck …
been growing substantially. In spite of some research on the factors influencing freight truck …
Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach
Active travel has environmental, social, and public health-related benefits. Researchers from
diverse domains have extensively studied built-environment associations with active travel …
diverse domains have extensively studied built-environment associations with active travel …
Elaborating non-linear associations and synergies of subway access and land uses with urban vitality in Shenzhen
J Yang, J Cao, Y Zhou - Transportation Research Part A: Policy and …, 2021 - Elsevier
Previous studies on the built environment and urban vitality often assume that they follow a
pre-defined (mostly linear in parameters) relationship, and few studies substantiate whether …
pre-defined (mostly linear in parameters) relationship, and few studies substantiate whether …
Spatiotemporal exploration of the non-linear impacts of accessibility on metro ridership
Q Du, Y Zhou, Y Huang, Y Wang, L Bai - Journal of Transport Geography, 2022 - Elsevier
Identifying the determinants of metro ridership is essential for metro planning and passenger
flow management. However, few studies to date have empirically examined how …
flow management. However, few studies to date have empirically examined how …
Non-linear associations between zonal built environment attributes and transit commuting mode choice accounting for spatial heterogeneity
Understanding how built environment attributes are associated with transit commuting mode
choice is essential for planners to promoting transit through land use and transportation …
choice is essential for planners to promoting transit through land use and transportation …
Illustrating nonlinear effects of built environment attributes on housing renters' transit commuting
The empirical relationships between the built environment and transit use can support policy
interventions for transit promotion. Limited studies have emphasized housing renters who …
interventions for transit promotion. Limited studies have emphasized housing renters who …
Examining nonlinearity in population inflow estimation using big data: An empirical comparison of explainable machine learning models
Mobile device location data (MDLD) contain population-representative, fine-grained travel
demand information, facilitating opportunities to validate established relations between …
demand information, facilitating opportunities to validate established relations between …
Deciphering the influence of TOD on metro ridership: An integrated approach of extended node-place model and interpretable machine learning with planning …
S Su, Z Wang, B Li, M Kang - Journal of Transport Geography, 2022 - Elsevier
Many global high-density cities have embraced transit-oriented development (TOD)
strategies around metro stations in a strong push toward promoting transit trips. However …
strategies around metro stations in a strong push toward promoting transit trips. However …
Unraveling the relative contribution of TOD structural factors to metro ridership: A novel localized modeling approach with implications on spatial planning
TOD (transit-oriented development) has gradually earned the reputation as a promising
spatial planning strategy to encourage public transit usage. Many cities across the world …
spatial planning strategy to encourage public transit usage. Many cities across the world …