To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults
Population aging is a conspicuous demographic trend shaping the world profoundly.
Walking is a critical travel mode and physical activity for older adults. As such, there is a …
Walking is a critical travel mode and physical activity for older adults. As such, there is a …
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) …
Examining non-linear built environment effects on elderly's walking: A random forest approach
Previous studies often assume a pre-specified relationship between walking and the built
environment. Using data from 702 older adults in Nanjing (China), this study employs a …
environment. Using data from 702 older adults in Nanjing (China), this study employs a …
Threshold and moderating effects of land use on metro ridership in Shenzhen: Implications for TOD planning
Although many studies investigate the association between land use and station ridership,
few examine their nonlinear and moderating relationships. Using metro smartcard data in …
few examine their nonlinear and moderating relationships. Using metro smartcard data in …
Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree
Urban vibrancy can facilitate human activities and social interactions, attract capital and
talent, enhance competitiveness and creativity, maintain resilience, and finally achieve a …
talent, enhance competitiveness and creativity, maintain resilience, and finally achieve a …
Impacts of building configurations on urban stormwater management at a block scale using XGBoost
S Zhou, Z Liu, M Wang, W Gan, Z Zhao, Z Wu - Sustainable Cities and …, 2022 - Elsevier
Urban pluvial flooding has become a threatening hazard to ecosystem and human lives in
recent years. Identifying its driving factors is essential for stormwater management. A …
recent years. Identifying its driving factors is essential for stormwater management. A …
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 …
Identifying key factors associated with ridesplitting adoption rate and modeling their nonlinear relationships
Ridesharing is critical for promoting transportation sustainability. As a new form of
ridesharing services, ridesplitting has rarely been studied. Based on the Chicago …
ridesharing services, ridesplitting has rarely been studied. Based on the Chicago …
Exploring nonlinear effects of the built environment on ridesplitting: Evidence from Chengdu
M Tu, W Li, O Orfila, Y Li, D Gruyer - Transportation Research Part D …, 2021 - Elsevier
Ridesplitting, a form of ridesourcing services that matches riders with similar routes to the
same driver, is a high occupancy travel mode that can bring considerable benefits. However …
same driver, is a high occupancy travel mode that can bring considerable benefits. However …