# A proactive crash risk prediction framework for lane-changing behavior incorporating individual driving styles

> Research article (Accident Analysis & Prevention, 2023) · cited 91× · AI/ML

**Wikidata**: [openalex:W4367598552](https://www.wikidata.org/wiki/openalex:W4367598552)  
**Source**: https://4ort.xyz/entity/a-proactive-crash-risk-prediction-framework-for-lane-changing-behavior-incorporating-individual-driving-styles