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基于通信行为挖掘的犯罪网络分析技术研究与应用

发布时间:2018-05-25 08:52

  本文选题:社会网络分析 + 犯罪网络分析 ; 参考:《上海交通大学》2007年硕士论文


【摘要】: 犯罪网络分析(Crime Network Analysis, CNA)是一种特殊的社会网络分析(Social Network Analysis, SNA),其特殊性在于所分析的社会网络的节点是某一案件或一些案件的涉案人员及与之有联系的其他人员,分析的目的是为国家司法(执法)部门从事案件侦查、预防和打击违法犯罪提供有效的情报信息。 S部门为应对当前复杂的有组织犯罪案件侦查的需要,提出建立一个采用CNA技术、针对通信行为挖掘的侦查情报分析系统(代号TIQAS系统)。本文对基于通信数据的CNA的相关方法、技术进行研究,给出了适于TIQAS系统的CNA的数学模型和流程模型,通过对有组织犯罪团伙的通信数据进行分析,挖掘出犯罪团伙的组成结构、核心成员、行动规律等有价值信息,并将这些分析结果以图形化的方式直观展示出来。 本文首先对SNA和CNA的概念、方法和技术进行了介绍、论述。其次,本文结合TIQAS项目的有关情况,选用并论证了基于通信数据CNA方法和技术,给出了具体的数学模型和分析流程模型,这是本文工作的重点。具体内容包括:根据通信数据的特点,联系有组织犯罪的特征和侦查经验,选用基于六度分割理论的4次迭代查询来建立犯罪网络;采用基于最短路径算法的核心挖掘方法;选取基于最近邻层次聚类方法来进行子团伙划分。接着,本文根据TIQAS系统的总体框架,对CNA模块的犯罪网络建立、核心挖掘、子团伙发现和子团伙位置划分等功能进行了设计。再后,本文在J2EE架构下,采用Java等开发语言对CNA模块进行了实现,并应用一个实际案件的通信数据来对CNA模块功能进行了验证分析。最后,本文对整个论文的工作进行了总结。
[Abstract]:Crime Network Analysis, CNA) is a special kind of social network analysis, social Network analysis, and its particularity lies in that the node of the social network analyzed is the person involved in a case or some cases and other persons connected with it. The purpose of the analysis is to provide effective information for the national judicial (law enforcement) department to carry out case investigation and to prevent and combat illegal crimes. In order to meet the needs of the investigation of complex organized crime cases, the S department proposes to establish an investigation information analysis system (code name TIQAS system), which adopts CNA technology and aims at the mining of communication behavior. In this paper, the related methods and techniques of CNA based on communication data are studied, and the mathematical model and process model of CNA suitable for TIQAS system are given. Through the analysis of the communication data of organized criminal groups, The valuable information, such as the structure of criminal gang, the core members, the law of action and so on, is excavated, and the results of these analysis are displayed visually in a graphical way. This paper first introduces the concepts, methods and techniques of SNA and CNA. Secondly, combined with the TIQAS project, this paper selects and demonstrates the method and technology of CNA based on communication data, and gives the specific mathematical model and analysis flow model, which is the focus of this paper. The specific contents include: according to the characteristics of communication data, considering the characteristics of organized crime and investigation experience, selecting four iterations based on the six-degree segmentation theory to establish the criminal network, adopting the core mining method based on the shortest path algorithm; Subgroups are partitioned based on nearest neighbor hierarchical clustering method. Then, according to the overall framework of the TIQAS system, this paper designs the functions of establishing the criminal network of the CNA module, mining the core, discovering the subgroup and dividing the location of the sub-group. Then, under the framework of J2EE, this paper uses Java and other development languages to implement the CNA module, and uses the communication data of an actual case to verify and analyze the function of the CNA module. Finally, this paper summarizes the work of the whole paper.
【学位授予单位】:上海交通大学
【学位级别】:硕士
【学位授予年份】:2007
【分类号】:TP399-C2;D917

【引证文献】

相关期刊论文 前1条

1 杨静;王靖;;基于聚类分析检索团伙多起犯罪的迭代算法[J];计算机与现代化;2013年01期

相关硕士学位论文 前1条

1 操玉杰;基于社会性软件的知识传播研究[D];华中师范大学;2012年



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