Cause analysis of traffic accidents based on degrees of attribute importance of rough set

Tao Gang, Huan Sheng Song, Yong Gang Yan, Mohsen Jafari

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Abstract

The causes of traffic accidents are complex and uncertain, which is difficult to be represented by one or two factors. In order to extract core factors which affect traffic accident and quantify the influences of factors, this paper introduced uncertainty analysis method, rough set theory. Firstly, the information decision table of rough set was formulated based on historical accident data, then the simplified algorithms of rough set model was used to calculate degrees of attributes importance of different factors to their corresponding accident morphologies. Finally, we get the influence degrees of each factor on corresponding traffic accidents morphologies to provide basis of selecting scientific and reasonable indexes for the prediction model of road traffic accident morphologies.

Original languageEnglish (US)
Title of host publicationProceedings - 2015 IEEE 12th International Conference on Ubiquitous Intelligence and Computing, 2015 IEEE 12th International Conference on Advanced and Trusted Computing, 2015 IEEE 15th International Conference on Scalable Computing and Communications, 2015 IEEE International Conference on Cloud and Big Data Computing, 2015 IEEE International Conference on Internet of People and Associated Symposia/Workshops, UIC-ATC-ScalCom-CBDCom-IoP 2015
EditorsJianhua Ma, Ali Li, Huansheng Ning, Laurence T. Yang
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1665-1669
Number of pages5
ISBN (Electronic)9781467372114
DOIs
StatePublished - Jul 20 2016
Externally publishedYes
EventProceedings - 2015 IEEE 12th International Conference on Ubiquitous Intelligence and Computing, 2015 IEEE 12th International Conference on Advanced and Trusted Computing, 2015 IEEE 15th International Conference on Scalable Computing and Communications, 2015 IEEE International Conference on Cloud and Big Data Computing, 2015 IEEE International Conference on Internet of People and Associated Symposia/Workshops, UIC-ATC-ScalCom-CBDCom-IoP 2015 - Beijing, China
Duration: Aug 10 2015Aug 14 2015

Publication series

NameProceedings - 2015 IEEE 12th International Conference on Ubiquitous Intelligence and Computing, 2015 IEEE 12th International Conference on Advanced and Trusted Computing, 2015 IEEE 15th International Conference on Scalable Computing and Communications, 2015 IEEE International Conference on Cloud and Big Data Computing, 2015 IEEE International Conference on Internet of People and Associated Symposia/Workshops, UIC-ATC-ScalCom-CBDCom-IoP 2015

Other

OtherProceedings - 2015 IEEE 12th International Conference on Ubiquitous Intelligence and Computing, 2015 IEEE 12th International Conference on Advanced and Trusted Computing, 2015 IEEE 15th International Conference on Scalable Computing and Communications, 2015 IEEE International Conference on Cloud and Big Data Computing, 2015 IEEE International Conference on Internet of People and Associated Symposia/Workshops, UIC-ATC-ScalCom-CBDCom-IoP 2015
CountryChina
CityBeijing
Period8/10/158/14/15

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Computer Science Applications
  • Computer Vision and Pattern Recognition
  • Signal Processing
  • Health Informatics

Keywords

  • Cause analysis
  • Degree of attribute importance
  • Rough set
  • SPSS Modeler
  • Traffic accident

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