Understanding cycling distance according to the prediction of the XGBoost and the interpretation of SHAP: A non-linear and interaction effect analysis

S Ji, X Wang, T Lyu, X Liu, Y Wang, E Heinen… - Journal of Transport …, 2022 - Elsevier
Cycling benefits both the individual and society in terms of public health promotion, traffic
congestion relief and vehicle emissions reduction. To better understand cycling behaviors …

[HTML][HTML] Towards a cycling-friendly city: An updated review of the associations between built environment and cycling behaviors (2007–2017)

Y Yang, X Wu, P Zhou, Z Gou, Y Lu - Journal of Transport & Health, 2019 - Elsevier
Introduction Cycling behavior has recently attracted great research attention as an important
type of physical activity and sustainable mode of transportation. In addition, cycling provides …

Non-linear effects of street patterns and land use on the bike-share usage

S Ji, E Heinen, Y Wang - Transportation research part D: transport and …, 2023 - Elsevier
Few studies have examined the influence of street configurations, and the built environment
may have a more complex effect on bike-share usage than the linear associations typically …

[HTML][HTML] Modelling cyclists' route choice using Strava and OSMnx: A case study of the City of Glasgow

MA Alattar, C Cottrill, M Beecroft - Transportation research interdisciplinary …, 2021 - Elsevier
Previous research has demonstrated the influence of street layout on travel behaviour;
however, little research has been undertaken to explore these connections using detailed …

Bicycle safety outside the crosswalks: Investigating cyclists' risky street-crossing behavior and its relationship with built environment

H Bi, A Li, H Zhu, Z Ye - Journal of transport geography, 2023 - Elsevier
Most bicycle accidents are inextricably bound up with risky riding behaviors, which crossing
the street illegally at unprotected mid-block locations is nothing to sneeze at. Compared with …

Space syntax in analysing bicycle commuting routes in inner metropolitan adelaide

A Soltani, A Allan, M Javadpoor, J Lella - Sustainability, 2022 - mdpi.com
Cycling is a particularly favoured for short urban trips because it is a healthy and
environmentally benign activity. As a result, urban mobility, quality of life, and public health …

The effects of built environment spatial variation on bike-sharing usage: A case study of Suzhou, China

C Wu, I Kim, H Chung - Cities, 2021 - Elsevier
In recent years, many cities have implemented bike-sharing programs (BSP) to improve the
travel efficiency of short trips. Early studies have analyzed how built environment factors …

Integration of dockless bike-sharing and metro: Prediction and explanation at origin-destination level

C Fu, Z Huang, B Scheuer, J Lin, Y Zhang - Sustainable Cities and Society, 2023 - Elsevier
Dockless bike-sharing is an effective solution for the metro's first-and last-mile connections.
To create a more bicycle-friendly environment, there is a need to accurately predict the use …

An origin-destination level analysis on the competitiveness of bike-sharing to underground using explainable machine learning

H Lv, H Li, Y Chen, T Feng - Journal of Transport Geography, 2023 - Elsevier
Bike-sharing offers a convenient transportation option, enhancing the potential for direct
competition with underground transportation, especially for short-distance trips. However …

Environmental factors for outdoor jogging in Beijing: Insights from using explainable spatial machine learning and massive trajectory data

W Yang, Y Li, Y Liu, P Fan, W Yue - Landscape and urban planning, 2024 - Elsevier
Outdoor jogging, as a physical exercise beneficial for health, has proliferated worldwide.
However, understanding the nonlinear and heterogeneous associations between …