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<p><UnorderedList Mark="Bullet"> <ItemContent> <p>The asymmetric relationship between the environmental elements of active travel and the overall satisfaction of residents has been found through the Gradient Boosting Decision Tree (GBDT) model.</p> </ItemContent> <ItemContent> <p>The GBDT model was used to obtain the level of importance of the factors that influence the residents’ satisfaction with the environmental of active travel.</p> </ItemContent> <ItemContent> <p>The travel environment elements of walking and cycling are integrated, and the asymmetric impact analysis (IAA) method is used to analyze the priority improvement level of the environment elements for active travel, and to propose the strategy to precisely optimize the environmental of active travel, so as to achieve the rational allocation of resources.</p> </ItemContent> </UnorderedList></p>

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Exploring the satisfaction of environment for active travel based on impact-asymmetry analysis

  • 期刊论文

  • 出版模式：

    开放获取

  • 发表日期：

    2025年2月10日

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  • Lin Tan,
  • Dewei Fang,
  • Xu Chen

摘要

The asymmetric relationship between the environmental elements of active travel and the overall satisfaction of residents has been found through the Gradient Boosting Decision Tree (GBDT) model.

The GBDT model was used to obtain the level of importance of the factors that influence the residents’ satisfaction with the environmental of active travel.

The travel environment elements of walking and cycling are integrated, and the asymmetric impact analysis (IAA) method is used to analyze the priority improvement level of the environment elements for active travel, and to propose the strategy to precisely optimize the environmental of active travel, so as to achieve the rational allocation of resources.