Severity Analyses of Single-Vehicle Crashes Based on Rough Set Theory

被引:2
|
作者
Wu, Chaozhong [1 ]
Lei, Hu [1 ]
Ma, Ming [1 ]
Yan, Xinping [1 ]
机构
[1] Wuhan Univ Technol, MOE, Engn Res Ctr Transportat Safety, Wuhan 430070, Peoples R China
来源
PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND NATURAL COMPUTING, VOL II | 2009年
关键词
rough sets; single-vehicle crash; severity; cross-validation; transportation safety; FIXED ROADSIDE OBJECTS; COLLISIONS; DRIVERS;
D O I
10.1109/CINC.2009.185
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A single-vehicle crash is a typical pattern of traffic accidents and tends to cause heavy loss. The purpose of this study is to identify the factors significantly influencing single-vehicle crash injury severity, using a data selected from Beijing city for a 4-year period. Rough set theory was applied to complete the injury severity analysis, and followed by applying cross-validation method to estimate the prediction accuracy of extraction rules. Results show that it is effective for analyzing the severity of Single-vehicle crashes with rough set theory.
引用
收藏
页码:59 / 62
页数:4
相关论文
共 50 条
  • [31] Efficient and robust estimation of single-vehicle crash severity: A mixed logit model with heterogeneity in means and variances
    Li, Zhenning
    Wang, Chengyue
    Liao, Haicheng
    Li, Guofa
    Xu, Chengzhong
    ACCIDENT ANALYSIS AND PREVENTION, 2024, 196
  • [32] Approximate Reaction Systems Based on Rough Set Theory
    Campagner, Andrea
    Ciucci, Davide
    Dorigatti, Valentina
    ROUGH SETS, IJCRS 2020, 2020, 12179 : 48 - 60
  • [33] An incremental learning algorithm based on rough set theory
    Ma, Yinghong
    Han, Yehong
    COMPUTATIONAL SCIENCE - ICCS 2007, PT 3, PROCEEDINGS, 2007, 4489 : 444 - +
  • [34] A model of granular computing based on rough set theory
    Sai, Y
    Nie, PY
    Chu, DS
    2005 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING, VOLS 1 AND 2, 2005, : 233 - 236
  • [35] Adaptive Phoneme Alignment Based on Rough Set Theory
    Avdelidis, Konstantinos
    Dimoulas, Charalampos
    Kalliris, George
    Papanikolaou, George
    ROUGH SETS AND CURRENT TRENDS IN COMPUTING, PROCEEDINGS, 2010, 6086 : 100 - +
  • [36] Roadside Fixed-Object Collisions, Barrier Performance, and Fatal Injuries in Single-Vehicle, Run-Off-Road Crashes
    de Albuquerque, Francisco Daniel Benicio
    Awadalla, Dina Mustafa Mohammad
    SAFETY, 2020, 6 (02)
  • [37] Multi-level Bayesian analyses for single- and multi-vehicle freeway crashes
    Yu, Rongjie
    Abdel-Aty, Mohamed
    ACCIDENT ANALYSIS AND PREVENTION, 2013, 58 : 97 - 105
  • [38] XML Data Mining Model based on Rough Set Theory
    Li Weiping
    Yang Jie
    Wang Gang
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3446 - +
  • [39] A new model of fault diagnosis based on the rough set theory
    Xia Zhanguo
    Wang Zhixiao
    Wang Ke
    ADVANCING SCIENCE THROUGH COMPUTATION, 2008, : 366 - 369
  • [40] A New Decision Tree Algorithm Based on Rough Set Theory
    Ding, Baoshi
    Zheng, Yongqing
    Zang, Shaoyu
    2009 ASIA-PACIFIC CONFERENCE ON INFORMATION PROCESSING (APCIP 2009), VOL 2, PROCEEDINGS, 2009, : 326 - 329