Data Analytics: Factors of Traffic Accidents in the UK

被引：0

作者：

Haynes, Steven ^{[1
]}

Estin, Prudencia Charles ^{[1
]}

Lazarevski, Sanela ^{[1
]}

Soosay, Mekala ^{[1
]}

Kor, Ah-Lian ^{[1
]}

机构：

[1] Leeds Beckett Univ, Sch Comp Creat Technol & Engn, Leeds LS6 3QS, W Yorkshire, England

来源：

PROCEEDINGS OF THE 2019 10TH INTERNATIONAL CONFERENCE ON DEPENDABLE SYSTEMS, SERVICES AND TECHNOLOGIES (DESSERT) | 2019年

关键词：

data analytics; machine learning; traffic accidents;

D O I：

10.1109/dessert.2019.8770021

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

The traffic and accident datasets for this research are sourced by Data.gov.uk. The data analytics in this paper comprises three levels namely: descriptive statistical analysis; inferential statistical analysis; machine learning. The aim of the data analytics is to explore the factors that could have impact on the number of accidents and their associated fatalities. Some of the factors investigated on are: time of the day, day of the week, month of the year, speed limits, etc. Machine learning approaches have also been employed to predict the types of accident severity.

引用

页码：120 / 126

页数：7

共 50 条

[1] Road Traffic Accidents Injury Data Analytics
Nour, Mohamed K.
Naseer, Atif
Alkazemi, Basem
Jamil, Muhammad Abid
[J]. International Journal of Advanced Computer Science and Applications, 2020, 11 (12): : 762 - 770
[2] Road Traffic Accidents Injury Data Analytics
Nour, Mohamed K.
Naseer, Atif
Alkazemi, Basem
Abid, Muhammad
[J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2020, 11 (12) : 762 - 770
[3] Traffic Accidents Analytics in UK Urban Areas using k-means Clustering for Geospatial Mapping
Sinclair, Christopher
Das, Saptarshi
[J]. 2021 INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY AND FUTURE ELECTRIC TRANSPORTATION (SEFET), 2021,
[4] Context-Aware Big Data Analytics and Visualization for City-Wide Traffic Accidents
Fan, Xiaoliang
He, Baoqin
Brezillon, Patrick
[J]. MODELING AND USING CONTEXT (CONTEXT 2017), 2017, 10257 : 395 - 405
[5] Speed cameras and road traffic accidents in the UK
不详
[J]. NEW ZEALAND MEDICAL JOURNAL, 1998, 111 (1071) : 287 - 287
[6] Contributing Factors of Road Traffic Accidents: Exploration Through Data Visualization
Arun Chand
S. Jayesh
A. B. Bhasi
[J]. Transactions of the Indian National Academy of Engineering, 2024, 9 (2) : 445 - 457
[7] Towards Big Data Analytics and Mining for UK Traffic Accident Analysis, Visualization & Prediction
Feng, Mingchen
Zheng, Jiangbin
Ren, Jinchang
Liu, Yanqin
[J]. ICMLC 2020: 2020 12TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND COMPUTING, 2018, : 225 - 229
[8] Killer crashes: Fatal road traffic accidents in the UK
Clarke, David D.
Ward, Patrick
Bartle, Craig
Truman, Wendy
[J]. ACCIDENT ANALYSIS AND PREVENTION, 2010, 42 (02): : 764 - 770
[9] Road traffic accidents: An overview of data sources, analysis techniques and contributing factors
Chand, Arun
Jayesh, S.
Bhasi, A. B.
[J]. MATERIALS TODAY-PROCEEDINGS, 2021, 47 : 5135 - 5141
[10] Data mining application: Case of road traffic accidents in the UK West Midlands Area 2000
Saraee, M
Kerry, J
Lloyd, M
Markey, C
[J]. IC-AI '04 & MLMTA'04 , VOL 1 AND 2, PROCEEDINGS, 2004, : 1102 - 1108

← 1 2 3 4 5 →