# Nonlinear relationship between microenvironmental exposure and travel satisfaction explored with machine learning

> Research article (Transportation Research Part D Transport and Environment, 2024) · cited 18× · AI/ML

**Wikidata**: [openalex:W4391589791](https://www.wikidata.org/wiki/openalex:W4391589791)  
**Source**: https://4ort.xyz/entity/nonlinear-relationship-between-microenvironmental-exposure-and-travel-satisfaction-explored-with-machine-learning