# Patterns of near-crash events in a naturalistic driving dataset: applying rules mining

arXiv: https://arxiv.org/abs/2201.06523 · HTML: https://mlsanity.com/paper/2201.06523/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 0 of its 45 references that are in the map.
- First posted on arXiv 17 Jan 2022.

## Built on by (most cited first, 1 of 1)

- [Proactive Road Safety Intervention in Australia: Predicting Risky Driving Hotspots from Connected Vehicle Data](https://mlsanity.com/paper/2608.16913/) (2026)

## Abstract (arXiv)

This study aims to explore the associations between near-crash events and road geometry and trip features by investigating a naturalistic driving dataset and a corresponding roadway inventory dataset using an association rule mining method.