Understanding nonlinear and synergistic effects of the built environment on urban vibrancy in metro station areas

Understanding nonlinear and synergistic effects of the built environment on urban vibrancy in metro station areas

Abstract Transit-oriented development (TOD) has long been recognized as a significant model for prospering urban vibrancy. However, most studies on TOD and urban vibrancy do not consider temporal differences or the nonlinear effects involved. This study applies the gradient boosting decision tree (G...

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Bibliographic Details
Main Authors: Jiandong Peng, Yiwen Hu, Chao Liang, Qiuyu Wan, Qi Dai, Hong Yang
Format: Article
Language:English
Published: SpringerOpen 2023-03-01
Series:Journal of Engineering and Applied Science
Subjects:
Urban vibrancy
TOD
Built environment
Gradient boosting decision tree
Nonlinear effects
Synergistic effects
Online Access:https://doi.org/10.1186/s44147-023-00182-z

Internet

https://doi.org/10.1186/s44147-023-00182-z

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