An Overview of Road Accident Analysis: A Data-Driven Approach for Enhanced Safety Solutions

This paper presents a focused analysis of the primary factors contributing to road accidents, encompassing human behavior, road conditions, and vehicle-related issues. To develop effective road safety strategies, it is crucial to identify key contributors to accident occurrence and severity. The study highlights that human factors, such as speeding, distraction, and impaired driving, play a central role in accidents. Additionally, environmental elements, including road and weather conditions, increase accident risks. The vehicle's role in ensuring safety is also emphasized as a critical aspect. This research contributes to the formulation of comprehensive road safety measures, offering an integrated framework that includes educational campaigns, infrastructural improvements, and technological advancements. These findings underscore the need for targeted interventions to mitigate high-frequency accidents and improve overall road safety.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-10-17
DOI
https://doi.org/10.5281/zenodo.13942644
Primary Topic
Domain Adaptation and Few-Shot Learning
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

An Overview of Road Accident Analysis: A Data-Driven Approach for Enhanced Safety Solutions

Zenodo (CERN European Organization for Nuclear Research)
Domain Adaptation and Few-Shot Learning
article

An Overview of Road Accident Analysis: A Data-Driven Approach for Enhanced Safety Solutions

article en

Abstract

This paper presents a focused analysis of the primary factors contributing to road accidents, encompassing human behavior, road conditions, and vehicle-related issues. To develop effective road safety strategies, it is crucial to identify key contributors to accident occurrence and severity. The study highlights that human factors, such as speeding, distraction, and impaired driving, play a central role in accidents. Additionally, environmental elements, including road and weather conditions, increase accident risks. The vehicle's role in ensuring safety is also emphasized as a critical aspect. This research contributes to the formulation of comprehensive road safety measures, offering an integrated framework that includes educational campaigns, infrastructural improvements, and technological advancements. These findings underscore the need for targeted interventions to mitigate high-frequency accidents and improve overall road safety.

Zenodo (CERN European Organization for Nuclear Research)
University of Medicine Tirana (AL), Polytechnic University of Tirana (AL)
Good health and well-being
Openalex Percentile: Top 68%
Domain Adaptation and Few-Shot Learning
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.