The nonlinear relationship between built environment and cycling propensity for different travel purposes − based on extreme gradient boosting decision tree

Abstract Bicycles, as a flexible, convenient, and low-carbon mode of transportation, possess significant advantages in short-distance travel. Linear and generalized linear models have been widely employed for modeling in previous studies, while the nonlinear relationship between the built environmen...

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Bibliographic Details
Main Authors: Xiaonan Zhang, Borui Yan, Bo Yao, Jianfeng Xue, Yan Zheng, Chaojun Ren
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-10788-3
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