# Non-Linear Associations Between the Urban Built Environment and Commuting Modal Split: A Random Forest Approach and SHAP Evaluation

> Research article (IEEE Access, 2023) · cited 63× · AI/ML

**Wikidata**: [openalex:W4318953575](https://www.wikidata.org/wiki/openalex:W4318953575)  
**Source**: https://4ort.xyz/entity/non-linear-associations-between-the-urban-built-environment-and-commuting-modal-split-a-random-forest-approach-and-shap-