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Study on urban residents’ travel mode choice based on the CART-Apriori method | Synapse
March 3, 2026
Open Access
Study on urban residents’ travel mode choice based on the CART-Apriori method
HS
Hui Song
Shanghai University of Engineering Science
XW
Xinxin Wang
WT
Wen Tian
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Key Points
Travel mode choice depends on various influencing factors, as identified using the CART-Apriori method.
Findings indicate significant decision trees that categorize urban residents' travel preferences based on specific criteria.
Analysis involves applying decision tree algorithms to assess travel patterns among urban residents across different scenarios.
Highlights the need for tailored urban planning strategies based on comprehensive travel behavior insights.
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Song et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75b15c6e9836116a21bdb
https://doi.org/https://doi.org/10.1038/s41598-026-37216-4