# Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree

> Research article (Sustainable Cities and Society, 2021) · cited 250× · AI/ML

**Wikidata**: [openalex:W3168525722](https://www.wikidata.org/wiki/openalex:W3168525722)  
**Source**: https://4ort.xyz/entity/nonlinear-and-synergistic-effects-of-tod-on-urban-vibrancy-applying-local-explanations-for-gradient-boosting-decision-tr