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Title:

Using Rough Sets to Explore the Nature of Occurrence of Accidents

Accession Number:

01033649

Record Type:

Component

Availability:

Transportation Research Board Business Office

500 Fifth Street, NW
Washington, DC 20001 United States

Abstract:

This paper describes how, because of data and methodology restrictions, it has been difficult for researchers to model the occurrence of accidents. The objective of this paper is two fold. First, model the occurrence of accidents with regard to their nature including: (1) the current incomplete information about accidents; (2) a large number of explanatory variables and their complicated interdependent relationships; (3) the dynamic process of the occurrence of accidents; and (4) the uniqueness of accidents at disaggregate level. Second to uncover accident patterns and features through the analysis. A novel non-parametric methodology- rough sets- combined with a proposed framework which reflects the dynamic process of accidents is adopted. A real world database- 2003 Taiwan single auto-vehicle accidents- is applied to demonstrate the proposed approach. The paper results show that rough sets combined with the proposed framework is feasible to test the existence of accident patterns and their strength. Moreover, the significance of accident features can be shown by their presence percentage on the derived rules.

Monograph Accession #:

01020180

Report/Paper Numbers:

06-1597

Language:

English

Corporate Authors:

Transportation Research Board

500 Fifth Street, NW
Washington, DC 20001 United States

Authors:

Chung, Yi-Shih
Wong, Jinn-Tsai

Pagination:

20p

Publication Date:

2006

Conference:

Transportation Research Board 85th Annual Meeting

Location: Washington DC, United States
Date: 2006-1-22 to 2006-1-26
Sponsors: Transportation Research Board

Media Type:

CD-ROM

Features:

Figures (2) ; References (24) ; Tables (5)

Uncontrolled Terms:

Subject Areas:

Data and Information Technology; Highways; Operations and Traffic Management; Safety and Human Factors; I80: Accident Studies

Source Data:

Transportation Research Board Annual Meeting 2006 Paper #06-1597

Files:

TRIS, TRB

Created Date:

Mar 3 2006 10:44AM