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Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach

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Cited by:

  1. Zhang, Xiaojian & Zhou, Zhengze & Xu, Yiming & Zhao, Xilei, 2024. "Analyzing spatial heterogeneity of ridesourcing usage determinants using explainable machine learning," Journal of Transport Geography, Elsevier, vol. 114(C).
  2. Jin, Tanhua & Cheng, Long & Liu, Zhicheng & Cao, Jun & Huang, Haosheng & Witlox, Frank, 2022. "Nonlinear public transit accessibility effects on housing prices: Heterogeneity across price segments," Transport Policy, Elsevier, vol. 117(C), pages 48-59.
  3. Cao, Jason & Tao, Tao, 2025. "Can an identified environmental correlate of car ownership serve as a practical planning tool?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 191(C).
  4. Losada-Rojas, Lisa L. & Pyrialakou, Dimitra & Waldorf, Brigitte S. & Banda, Jorge A. & Gkritza, Konstantina, 2022. "The effect of location on physical activity: Implications for active travel," Journal of Transport Geography, Elsevier, vol. 104(C).
  5. Lv, Huitao & Li, Haojie & Chen, Yanlu & Feng, Tao, 2023. "An origin-destination level analysis on the competitiveness of bike-sharing to underground using explainable machine learning," Journal of Transport Geography, Elsevier, vol. 113(C).
  6. Caigang, Zhuang & Shaoying, Li & Zhangzhi, Tan & Feng, Gao & Zhifeng, Wu, 2022. "Nonlinear and threshold effects of traffic condition and built environment on dockless bike sharing at street level," Journal of Transport Geography, Elsevier, vol. 102(C).
  7. Yang, Shuo & Zhou, Leyu & Zhang, Zhehao & Sun, Shan & Guo, Liang, 2024. "Examining the correlation of household electric vehicle ownership: Insights for emerging mobility and planning," Journal of Transport Geography, Elsevier, vol. 118(C).
  8. Wang, Xiaoge & Liu, Ye & Zhu, Chunwu & Yao, Yao & Helbich, Marco, 2022. "Associations between the streetscape built environment and walking to school among primary schoolchildren in Beijing, China," Journal of Transport Geography, Elsevier, vol. 99(C).
  9. Yang, Shuo & Zhou, Leyu & Liu, Chang & Sun, Shan & Guo, Liang & Sun, Xiaoli, 2024. "Examining multiscale built environment interventions to mitigate travel-related carbon emissions," Journal of Transport Geography, Elsevier, vol. 119(C).
  10. Sun, Shan & Guo, Liang & Yang, Shuo & Cao, Jason, 2024. "Exploring the contributions of Ebike ownership, transit access, and the built environment to car ownership in a developing city," Journal of Transport Geography, Elsevier, vol. 116(C).
  11. Laviolette, Jérôme & Morency, Catherine & Waygood, E.O.D., 2022. "A kilometer or a mile? Does buffer size matter when it comes to car ownership?," Journal of Transport Geography, Elsevier, vol. 104(C).
  12. Yifeng Ren & Min Yang & Enhui Chen & Long Cheng & Yalong Yuan, 2024. "Exploring passengers’ choice of transfer city in air-to-rail intermodal travel using an interpretable ensemble machine learning approach," Transportation, Springer, vol. 51(4), pages 1493-1523, August.
  13. Celbiş, Mehmet Güney & Bouzouina, Louafi, 2025. "To what extent walking and biking are substitutes or complements to public transport? Interpretable machine learning findings from the University of Lyon, France," Journal of Transport Geography, Elsevier, vol. 123(C).
  14. Chen, Ruoyu & Zhou, Jiangping, 2022. "Fare adjustment’s impacts on travel patterns and farebox revenue: An empirical study based on longitudinal smartcard data," Transportation Research Part A: Policy and Practice, Elsevier, vol. 164(C), pages 111-133.
  15. Ji, Shujuan & Wang, Xin & Lyu, Tao & Liu, Xiaojie & Wang, Yuanqing & Heinen, Eva & Sun, Zhenwei, 2022. "Understanding cycling distance according to the prediction of the XGBoost and the interpretation of SHAP: A non-linear and interaction effect analysis," Journal of Transport Geography, Elsevier, vol. 103(C).
  16. Tao, Sui & Cheng, Long & He, Sylvia & Witlox, Frank, 2023. "Examining the non-linear effects of transit accessibility on daily trip duration: A focus on the low-income population," Journal of Transport Geography, Elsevier, vol. 109(C).
  17. Keliang Liu & Jian Chen & Rui Li & Tao Peng & Keke Ji & Yuyue Gao, 2022. "Nonlinear Effects of Community Built Environment on Car Usage Behavior: A Machine Learning Approach," Sustainability, MDPI, vol. 14(11), pages 1-17, May.
  18. He, Hui & Zhou, Leyu & Yang, Shuo & Guo, Liang, 2024. "Why choose active travel over driving? Investigating the impact of the streetscape and land use on active travel in short journeys," Journal of Transport Geography, Elsevier, vol. 118(C).
  19. Zhang, Zhehao & Yang, Shuo & Wang, Haiming & Zhou, Leyu, 2025. "Examining non-linear relationships between campus layout, street design, and walking activity," Transport Policy, Elsevier, vol. 163(C), pages 61-72.
  20. Li, Kun & Xin, Xinai & Hu, Zhiqiang & Zhao, Jiahui & Zhang, Zhe & Yu, Qing, 2025. "Do residential areas require shared parking? A case study of Tianjin, China," Journal of Transport Geography, Elsevier, vol. 125(C).
  21. Bi, Hui & Li, Aoyong & Hua, Mingzhuang & Zhu, He & Ye, Zhirui, 2022. "Examining the varying influences of built environment on bike-sharing commuting: Empirical evidence from Shanghai," Transport Policy, Elsevier, vol. 129(C), pages 51-65.
  22. Credit, Kevin & O'Driscoll, Conor, 2024. "Assessing modal tradeoffs and associated built environment characteristics using a cost-distance framework," Journal of Transport Geography, Elsevier, vol. 117(C).
  23. Jiang, Huaxiong & Zhang, Qinran & Guo, Kaifei & Helbich, Marco & Yang, Haoran, 2025. "How the built environment shapes our daily journeys: A nonlinear exploration of home and work environments’ relationship with active travel in Shanghai, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 192(C).
  24. Yang, Linchuan & Ao, Yibin & Ke, Jintao & Lu, Yi & Liang, Yuan, 2021. "To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults," Journal of Transport Geography, Elsevier, vol. 94(C).
  25. Li, Yigang & Yao, Enjian & Liu, Shasha & Yang, Yang, 2024. "Spatiotemporal influence of built environment on intercity commuting trips considering nonlinear effects," Journal of Transport Geography, Elsevier, vol. 114(C).
  26. Tao, Tao & Cao, Jason, 2023. "Exploring nonlinear and collective influences of regional and local built environment characteristics on travel distances by mode," Journal of Transport Geography, Elsevier, vol. 109(C).
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