Research on the Application of Social Network Data Mining Technology in Crime Analysis and Prevention

被引：0
|
作者：
Xiong, Wan Duan [1 ,2 ]
Chong, Wang Yu [1 ,2 ]
机构：
[1] China People's Police University (Guangzhou), Guangdong Province, 399 Aoti South Road, Tianhe District, Guangzhou City,510660, China
[2] China People's Police University, Hebei Provinc, 220 Xichang Road, Anci District, Langfang,065000, China
来源：
Applied Mathematics and Nonlinear Sciences | 2024年 / 9卷 / 01期
关键词：
Social network data mining (SNDM) technology shows great application potential in crime analysis and prevention. This study focuses on revealing the characteristics; laws; and trends of criminal behavior through an in-depth analysis of criminal information in social networks. Using data mining techniques such as association rule mining; cluster analysis; and community discovery; the key information and organizational structure of criminal networks are successfully mined; which provides a powerful means of investigation and prevention for public security departments. It is found that important criminal clues are hidden in the user communication data in social networks; and the communication mode and hidden information between criminals can be revealed through association rule mining technology. Cluster analysis helps to identify gangs and hot spots with similar criminal behaviors; which provides important clues for further investigation. In addition; community discovery technology further reveals the internal structure and membership relationship of criminal gangs; which is helpful in deeply understanding the operation mode of criminal organizations and the spread path of criminal acts. Based on historical data and mining results; this study also constructs a crime trend prediction model; which provides timely early warning information for public security departments and helps to take measures to prevent and crack down on criminal acts in advance. On the whole; this study not only enriches the application theory of SNDM technology in the field of crime analysis but also provides new ideas and tools for actual crime investigation and prevention. © 2024 Wan Duan Xiong and Wang Yu Chong; published by Sciendo;
D O I：
10.2478/amns-2024-1832
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [41] Research and Application of Data Mining Technology Used in the Analysis of Smart Home User Behavior
    Yin, Bo
    Zhang, Zhe
    Wang, Xi
    Wei, Zhiqiang
    2014 SIXTH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA), 2014, : 476 - 479
  • [42] Social network data analysis and mining applications for the Internet of Data
    Cuomo, Salvatore
    Maiorano, Francesco
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2018, 30 (15):
  • [43] Application Research in Internet information retrieval of Data Mining Technology
    Li Jie-yi
    2013 2ND INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND MEASUREMENT, SENSOR NETWORK AND AUTOMATION (IMSNA), 2013, : 1071 - 1074
  • [44] Application Research of Data Mining Technology in Postgraduate Culture Process
    Xue Qiang
    Ma Shijin
    Xu Zhengming
    ICAIE 2009: PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND EDUCATION, VOLS 1 AND 2, 2009, : 716 - 719
  • [45] Research and application on the Data mining technology in medical information systems
    Zhang, Jinhai
    PROCEEDINGS OF THE 2016 4TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS AND COMPUTING TECHNOLOGY, 2016, 60 : 1734 - 1738
  • [46] Application Research of Data Mining Technology on Growth Management of Forestry
    Zhang, Wenqing
    ADVANCES IN MECHATRONICS, AUTOMATION AND APPLIED INFORMATION TECHNOLOGIES, PTS 1 AND 2, 2014, 846-847 : 995 - 998
  • [47] The Research and Application of Web-based Data Mining Technology
    Zhu Jian-Xin
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3424 - 3426
  • [48] Research on the Application of Data Mining Technology in Campus Card System
    Su, Dan
    Liu, Xiaoxi
    Jiang, Tongjun
    Li, Zhuoyue
    2017 INTERNATIONAL CONFERENCE ON SMART CITY AND SYSTEMS ENGINEERING (ICSCSE 2017), 2017, : 199 - 201
  • [49] Research and Application of Data Mining Technology in Student Information Management
    Zhang, Rui
    Zhang, Yan
    AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (03): : 2894 - 2898
  • [50] Research and Application of Data Mining Technology in Discrete Manufacturing Enterprise
    Wang Jianliang
    Fang Hongxia
    Fang Linshan
    ITESS: 2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES, PT 2, 2008, : 891 - 895
12345