[ "吕芳(1990-),女,山东阳谷人,哈尔滨工业大学(威海)博士生,主要研究方向为复杂网络、信息内容安全、数据挖掘。" ]
[ "张新琳(1996-),女,山东临朐人,主要研究方向为信息内容安全。" ]
[ "王巍(1975-),女,黑龙江齐齐哈尔人,博士,哈尔滨工业大学(威海)讲师、硕士生导师,主要研究方向为金融安全、数据挖掘、自然语言处理。" ]
[ "黄俊恒(1966- ),男,河南新乡人,哈尔滨工业大学(威海)副教授,主要研究方向为数据挖掘、人工智能。" ]
[ "王佰玲(1978- ),男,黑龙江哈尔滨人,哈尔滨工业大学(威海)教授、博士生导师,主要研究方向为信息对抗、信息安全、信息搜索、移动网络、金融安全。" ]
网络首发:2019-08,
纸质出版:2019-08-15
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吕芳, 张新琳, 王巍, 等. 银行账户交易复杂网络特性分析[J]. 网络与信息安全学报, 2019,5(4):99-107.
Fang LYU, Xinlin ZHANG, Wei WANG, et al. Analyzing the complex properties of bank account transaction network[J]. Chinese Journal of Network and Information Security, 2019, 5(4): 99-107.
吕芳, 张新琳, 王巍, 等. 银行账户交易复杂网络特性分析[J]. 网络与信息安全学报, 2019,5(4):99-107. DOI: 10.11959/j.issn.2096-109x.2019043.
Fang LYU, Xinlin ZHANG, Wei WANG, et al. Analyzing the complex properties of bank account transaction network[J]. Chinese Journal of Network and Information Security, 2019, 5(4): 99-107. DOI: 10.11959/j.issn.2096-109x.2019043.
首先基于银行账户交易的特点,建立了一个有向加权的银行账户交易网络通用模型。进而,根据复杂网络的定义,从网络结构和节点2个层面,验证了交易网络的复杂网络特性。其中,网络结构特性包括静态特性(即无标度特性和小世界特性)和动态演化特性(即自组织特性)。此外,使用吸引子特性验证了复杂网络节点的动力学特征。分析包含非法传销交易的真实银行交易数据,得出如下结论:该网络具有无标度特性、小世界特性、部分自组织特性和奇异吸引子。
Firstly
a general directed and weighted transaction network model is built on the basis of the transaction characteristics of bank accounts.Secondly
referring to the definition of complex network
the complex network properties of the transaction network are verified from two levels of network structure and node.The network structure properties includes static properties
named scale-free property and small-world property
and dynamic evolution property
that is self-organization property.In addition
the attractor property is utilized for verifying the dynamical characteristic of complex network nodes.Finally
on the real bank account transaction data contains illegal pyramid marketing activities
the following conclusions were drawn:the network has scale-free property
small-word property
partially self-organization property and strange attractors.
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