# Use of a model-based gradient boosting framework to assess spatial and non-linear effects of variables on pedestrian crash frequency at macro-level

> Research article (Journal of Transportation Safety & Security, 2021) · cited 10× · AI/ML

**Wikidata**: [openalex:W3187469836](https://www.wikidata.org/wiki/openalex:W3187469836)  
**Source**: https://4ort.xyz/entity/use-of-a-model-based-gradient-boosting-framework-to-assess-spatial-and-non-linear-effects-of-variables-on-pedestrian-cra