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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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-07-01
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| Series: | Scientific Reports |
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-025-10788-3 |
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