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Non-linear associations between zonal built environment attributes and transit commuting mode choice accounting for spatial heterogeneity

Citations

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Cited by:

  1. Liang Guo & Shuo Yang & Qinghao Zhang & Leyu Zhou & Hui He, 2023. "Examining the Nonlinear and Synergistic Effects of Multidimensional Elements on Commuting Carbon Emissions: A Case Study in Wuhan, China," IJERPH, MDPI, vol. 20(2), pages 1-28, January.
  2. Zhou, Yuqing & Fu, Xiao & Xie, Yuling & Tang, Tianli & Lü, Guonian, 2025. "Non-linear and temporally dynamic effects of built environment and trip attributes on metro competitiveness," Journal of Transport Geography, Elsevier, vol. 129(C).
  3. Pan, Huijun & Huang, Yu, 2024. "TOD typology and station area vibrancy: An interpretable machine learning approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 186(C).
  4. Tong, Zhaomin & An, Rui & Zhang, Ziyi & Liu, Yaolin & Luo, Minghai, 2022. "Exploring non-linear and spatially non-stationary relationships between commuting burden and built environment correlates," Journal of Transport Geography, Elsevier, vol. 104(C).
  5. Watanabe, Hajime & Maruyama, Takuya, 2024. "A Bayesian sample selection model with a binary outcome for handling residential self-selection in individual car ownership," Journal of choice modelling, Elsevier, vol. 51(C).
  6. Yang Liu & Rui Tang & Zhuangbin Shi & Mingwei He & Long Cheng, 2025. "Shared mobility choices in metro connectivity: shared bikes versus shared e-bikes," Transportation, Springer, vol. 52(6), pages 2187-2213, December.
  7. Ashik, F.R. & Sreezon, A.I.Z. & Rahman, M.H. & Zafri, N.M. & Labib, S.M., 2024. "Built environment influences commute mode choice in a global south megacity context: Insights from explainable machine learning approach," Journal of Transport Geography, Elsevier, vol. 116(C).
  8. Luo, Yun & Li, Bozhao & Zhang, Hui & Kang, Mengjun & Su, Shiliang, 2025. "Unlocking the nonlinear TOD-metro ridership relationship: A novel machine learning approach embedding spatiotemporal heterogeneity," Journal of Transport Geography, Elsevier, vol. 126(C).
  9. Negm, Hisham & El-Geneidy, Ahmed, 2025. "Subjectivity matters: Investigating the relationship between perceived accessibility and travel behaviour," Transportation Research Part A: Policy and Practice, Elsevier, vol. 193(C).
  10. Yun Liu & Xin Yao & Hang Lv & Dingjie Zhou & Zhiqiang Xie & Xiaoqing Zhao & Quan Zhu & Cong Chai, 2025. "Urban Subway Station Site Selection Prediction Based on Clustered Demand and Interpretable Machine Learning Models," Land, MDPI, vol. 14(8), pages 1-29, August.
  11. Wu, Fangning & Li, Wenjing & Qiu, Waishan, 2023. "Examining non-linear relationship between streetscape features and propensity of walking to school in Hong Kong using machine learning techniques," Journal of Transport Geography, Elsevier, vol. 113(C).
  12. Ji, Shujuan & Liu, Xiaojie & Wang, Yuanqing, 2024. "The role of road infrastructures in the usage of bikeshare and private bicycle," Transport Policy, Elsevier, vol. 149(C), pages 234-246.
  13. Zhou, Xingang & Zhao, Zhouye & Fu, Wenyan & Huang, Zhengdong & Yao, Yao & Huang, Yongqiao & Zhang, Yongping, 2024. "The impact of heterogeneous accessibility to metro stations on land use changes in a bike-sharing context," Journal of Transport Geography, Elsevier, vol. 121(C).
  14. Chen, Faan & Zhu, Yilin & Cao, Chuanpu & Yang, Xinyi & Ji, Xiang & Lai, Mingming & Qiu, Waishan & Nielsen, Chris P. & Wu, Jiaorong & Chen, Xiaohong, 2025. "Examining nonlinear causal relationship between the built environment and VKT using RF–XGBoost," Transport Policy, Elsevier, vol. 171(C), pages 661-681.
  15. Chen, Tianjiao & Tang, Luliang & Zhao, Zilong & Yang, Hong & Guo, Xiaogang & Shi, Hongyu, 2025. "Exploring the effect of new urban expressway on travel time," Journal of Transport Geography, Elsevier, vol. 123(C).
  16. 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).
  17. Ma, Xinwei & Kou, Sijin & Ji, Yanjie & Zhu, Minqing & Cui, Hongjun, 2025. "Unveiling gender disparities in metro usage using gender-inclusive smart card data: Evidence from Nanjing, China," Journal of Transport Geography, Elsevier, vol. 128(C).
  18. Zhang, Zhaolin & Zhai, Guocong & Xie, Kun & Xiao, Feng, 2022. "Exploring the nonlinear effects of ridesharing on public transit usage: A case study of San Diego," Journal of Transport Geography, Elsevier, vol. 104(C).
  19. Gao, Kun & Yang, Ying & Gil, Jorge & Qu, Xiaobo, 2023. "Data-driven interpretation on interactive and nonlinear effects of the correlated built environment on shared mobility," Journal of Transport Geography, Elsevier, vol. 110(C).
  20. Zhang, Xiaojian & Zhao, Xilei, 2022. "Machine learning approach for spatial modeling of ridesourcing demand," Journal of Transport Geography, Elsevier, vol. 100(C).
  21. Yang, Shuo & Zhou, Leyu & Zhang, Zhehao & Li, Haidong & Guo, Liang & Sun, Xiaoli & Song, Tongyang, 2025. "Revisiting the causal relationship between the built environment, automobile ownership, and mode choice using double machine learning," Journal of Transport Geography, Elsevier, vol. 128(C).
  22. Ding, Chuan & Zhou, Xinyu & Jason Cao, Xinyu & Yang, Jiawen, 2023. "Spatial and mediation analysis of the influences of residential and workplace built environments on commuting by car," Transportation Research Part A: Policy and Practice, Elsevier, vol. 171(C).
  23. Lan Wu & Xiaorui Yuan & Chaoyin Yin & Ming Yang & Hongjian Ouyang, 2023. "Car Ownership Behavior Model Considering Nonlinear Impacts of Multi-Scale Built Environment Characteristics," Sustainability, MDPI, vol. 15(12), pages 1-14, June.
  24. Yang, Liu & Zhang, Tieyue & Wang, Yuanqing & Lian, Yujun & Wang, Yang & Liu, Yuanyuan & Zhao, Heng & Yuan, Yutong & Zhou, Dinghui, 2025. "How far to allocate feeder transport to metro effectively? An empirical study in Xi'an, China," Transport Policy, Elsevier, vol. 171(C), pages 867-881.
  25. Chen, Shuting & Cao, Zhejing & Zhang, Xiaohu, 2026. "Modeling e-scooter route choices: Infrastructural preferences and intervention scenario analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 206(C).
  26. Liang Guo & Shuo Yang & Yuqing Peng & Man Yuan, 2023. "Examining the Nonlinear Effects of Residential and Workplace-built Environments on Active Travel in Short-Distance: A Random Forest Approach," IJERPH, MDPI, vol. 20(3), pages 1-21, January.
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