Analyzing Highway Road Accident Characteristic Using Data Mining

被引:0
作者
Ilham, Muhammad Yogi [1 ]
Suijandari, Isti [2 ]
Laoh, Enrico [2 ]
机构
[1] Fac Engn Indonesia, Dept Ind Engn, Depok, Indonesia
[2] Univ Indonesia, Fac Engn, Dept Ind Engn, Depok, Indonesia
来源
2020 5TH INTERNATIONAL WORKSHOP ON BIG DATA AND INFORMATION SECURITY (IWBIS 2020) | 2020年
关键词
Clustering; Association Rule Mining; Road Accident; Highway;
D O I
10.1109/iwbis50925.2020.9255655
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Road accident is an undesirable event that causes injuries and material damage. Recently in Indonesia, the increasing trend of road accidents has caused significant damage in fatalities and infrastructure. In order to reduce the number of road accidents, necessary information is required so decision-makers could take action. Data mining offers technique to analyze extensive data which is advantageous due to road accident heterogeneous nature. The clustering method is used to group data in order to reduce heterogeneity, and association rule mining method is used to find common characteristics of each clusters. There are thirteen clusters found. Each clusters are analyzed further using association method. The data used in this research is Highway accident in Cikopo-Palimanan Toll road 2017-2019.
引用
收藏
页码:19 / 23
页数:5
相关论文
共 9 条
  • [1] Method for identifying factors contributing to driver-injury severity in traffic crashes
    Chen, WH
    Jovanis, PP
    [J]. HIGHWAY AND TRAFFIC SAFETY: CRASH DATA, ANALYSIS TOOLS, AND STATISTICAL METHODS: SAFETY AND HUMAN PERFORMANCE, 2000, (1717): : 1 - 9
  • [2] Fitria R., 2017, J SIST INF, V13, P118, DOI [10.21609/jsi.v13i2.551, DOI 10.21609/JSI.V13I2.551]
  • [3] Hakim L., 2015, U RES C, V2015, P73
  • [4] Heterogeneity considerations in accident modeling
    Karlaftis, MG
    Tarko, AP
    [J]. ACCIDENT ANALYSIS AND PREVENTION, 1998, 30 (04) : 425 - 433
  • [5] Cycle performance of lithium-ion capacitors using graphite negative electrodes at different pre-lithiation levels
    Kumagai, Seiji
    Ishikawa, Tomoya
    Sawa, Naoki
    [J]. JOURNAL OF ENERGY STORAGE, 2015, 2 : 1 - 7
  • [6] A data mining approach to characterize road accident locations
    Kumar S.
    Toshniwal D.
    [J]. Journal of Modern Transportation, 2016, 24 (1): : 62 - 72
  • [7] Reconciling run-time evolution and resource-constrained embedded systems through a component-based development framework
    Navas, Juan F.
    Babau, Jean-Philippe
    Pulou, Jacques
    [J]. SCIENCE OF COMPUTER PROGRAMMING, 2013, 78 (08) : 1073 - 1098
  • [8] Tan P., 2005, INTRO DATA MINING, DOI DOI 10.1111/J.1600-0765.2011.01426.X
  • [9] A CRISPR/Cas9 toolkit for multiplex genome editing in plants
    Xing, Hui-Li
    Dong, Li
    Wang, Zhi-Ping
    Zhang, Hai-Yan
    Han, Chun-Yan
    Liu, Bing
    Wang, Xue-Chen
    Chen, Qi-Jun
    [J]. BMC PLANT BIOLOGY, 2014, 14