Traffic Congestion Analysis Based on Association Rules

被引:0
|
作者
Gao, Lin [1 ]
Gao, Shangfei [1 ]
机构
[1] Qingdao Univ Sci & Technol, Dept Automat, Qingdao, Peoples R China
关键词
Association rule mining; Apriori algorithm; Traffic congestion;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the rapid development of intelligent transportation systems, modern society is at an unimaginable speed to produce massive data. How to make full use of valuable information in big data is particularly important. This paper summarizes the basic concepts of association rule mining and how to use the Apriori algorithm for correlation analysis in massive data. In addition, the Apriori algorithm is used to analyze the traffic congestion, generating the valuable information. Finally, the validity of the designed algorithm is verified by the simulation test.
引用
收藏
页码:1950 / 1954
页数:5
相关论文
共 50 条
  • [1] A hybrid temporal association rules mining method for traffic congestion prediction
    Wen, Feng
    Zhang, Guo
    Sun, Lingfeng
    Wang, Xingqiao
    Xu, Xiaowei
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2019, 130 : 779 - 787
  • [2] THE ASSOCIATION RULES ANALYSIS OF ROAD TRAFFIC ACCIDENTS BASED ON WEKA
    Zhang, Lin
    Chen, Yan
    Li, Taoying
    Zhang, Jinsong
    [J]. 2011 INTERNATIONAL CONFERENCE ON INSTRUMENTATION, MEASUREMENT, CIRCUITS AND SYSTEMS (ICIMCS 2011), VOL 3: COMPUTER-AIDED DESIGN, MANUFACTURING AND MANAGEMENT, 2011, : 473 - 476
  • [3] Analysis On Causes of Freeway Traffic Accidents Based on the Association Rules
    He Songbai
    Wang Yajun
    Yuan Xiaojie
    Yu Zhaochen
    Gao Wenwei
    [J]. ITESS: 2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES, PT 2, 2008, : 1085 - 1089
  • [4] A novel network traffic analysis method based on fuzzy association rules
    Yang, XY
    Yang, WJ
    Zeng, M
    Shi, Y
    [J]. MODELING DECISIONS FOR ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2004, 3131 : 81 - 91
  • [5] Characteristics Analysis of Traffic Congestion Patterns Based on Traffic Performance Index
    Sun, Yujie
    Liu, Sining
    [J]. CICTP 2021: ADVANCED TRANSPORTATION, ENHANCED CONNECTION, 2021, : 279 - 286
  • [6] Analysis on Urban Traffic Congestion Based on Intersection Approach Road Congestion Index
    Gu, Lin
    Zhang, Shun
    Zuo, Yingnian
    Xie, Ran
    He, Qifu
    Ou, Guoli
    [J]. PROCEEDINGS OF ANNUAL CONFERENCE OF CHINA INSTITUTE OF COMMUNICATIONS, 2010, : 207 - 210
  • [7] Traffic congestion spreading analysis based on causal nexus
    Chen, Meilin
    Zheng, Zhihao
    Guo, Bao
    Wang, Pu
    [J]. Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2020, 51 (12): : 3575 - 3583
  • [8] Abnormal Traffic Congestion Recognition Based on Video Analysis
    Liu, Xueli
    Gao, Wen
    Feng, Dong
    Gao, Xuesong
    [J]. THIRD INTERNATIONAL CONFERENCE ON MULTIMEDIA INFORMATION PROCESSING AND RETRIEVAL (MIPR 2020), 2020, : 39 - 42
  • [9] Traffic flow analysis based on the local rules
    Tsunashima, H
    Nishi, Y
    Kaku, H
    Sakai, T
    [J]. TRAFFIC AND TRANSPORTATION STUDIES, 2000, : 574 - 577
  • [10] Interesting-based Association Rules for Highway Traffic Data
    Sriratna, Pannawat
    Leesutthipornchai, Pakorn
    [J]. 2015 INTERNATIONAL COMPUTER SCIENCE AND ENGINEERING CONFERENCE (ICSEC), 2015, : 112 - 117