期刊文献+

基于神经网络和SNA的C2C电子商务信誉欺诈识别研究 被引量:6

Detection of C2C reputation fraud activities based on neural network and SNA
下载PDF
导出
摘要 互联网中信誉欺诈行为严重影响了C2C电子商务的发展。如何有效识别互联网上的信誉欺诈商户是当前的研究热点。阐述了将基于交易历史的社会网络分析用于构建C2C电子商务信誉欺诈识别指标体系的原理及过程,通过使用LVQ神经网络对雅虎奇摩拍卖网采集的大量用户交易数据进行分类,有效识别出控制多个虚假账户以达到信用累计目的的信誉欺诈商户,对维护C2C电子商务交易的稳定性具有重要意义。 The C2C reputation fraud activities have seriously affected the development of C2C business in the World Wide Web.It is currently a hot research topic on how to detect reputation fraud merchants.This paper briefly introduced the principle and process of implementing social network analysis(SNA) based on transactions into building up the detection indices of C2C reputation fraud activities.With the help of LVQ neutral network,this paper successfully detected those accounts who quickly gained too much reputation through controlling many false accounts from the crawled Taiwan Yahoo accounts,which was important for the stability of C2C online business.
出处 《计算机应用研究》 CSCD 北大核心 2011年第5期1882-1885,共4页 Application Research of Computers
基金 国家社科基金重点资助项目(10ATQ004) 广西哲学社会科学"十一五"规划项目(08FTQ001) 广西自然科学基金资助项目(桂科攻0537020-5a) 江苏省研究生科研创新计划资助项目(CX10B_022R)
关键词 电子商务 C2C 信誉欺诈 神经网络 社会网络分析 electronic commerce C2C reputation fraud neutral network social network analysis
  • 相关文献

参考文献15

  • 1IC3. 2009 annual report on Internet crime[R/OL]. [2010-09-13]. http://www. it3. gov/media/2010/100912. aspx.
  • 2RESNICK P, ZECKHAUSER R. Trust among strangers in lnternet transactions:empirical analysis of eBay's reputation system [EB/OL]. [2010-09-15]. http://citeseerx. ist. psu. edu/viewdoe/down-load? doi = 10.1.1. 123. 5332.
  • 3MCMILLAN J, WOODRUFF M C. Private order under dysfunctional public order [ J ]. Michigan Law Review,2001,98 ( 8 ) : 2421 - 2458.
  • 4JOSANG A, ISMAIL R. The beta reputation system [ C ]//Proc of the 15th Bled Electronic Commerce Conference. 2002:324-338.
  • 5郭洪海,姜锦虎,蔡涵.C2C电子社区成员信誉值的计算模型研究[J].管理学报,2009,6(8):1056-1060. 被引量:20
  • 6宋歌,叶继元.基于SNA的图书情报学期刊互引网络结构分析[J].中国图书馆学报,2009,35(3):27-34. 被引量:64
  • 7WILLIAMS P. Transnational criminal networks [M]//ARQUILLA J, RONFELDT D. Networks and netwars: the future of terror, crime, and militancy. Santa Monica, CA : RAND, 2001:61-97.
  • 8XU J J,CHEN H. Fighting organized crimes: using shortest-path algorithms to identify associations in criminal networks [J]. Decision Support Systems,2004,38 ( 1 ) :473- 487.
  • 9KREBS V. Mapping networks of terrorist cells[J]. Journal of the International Network for Social Network Analysis,200:2,24 ( 3 ) :3- 52.
  • 10LITTLE B B, JOHNSTON L W, LOVELL C A,et al. Collusion in the U.S. crop insurance program: applied data mining[ C ]//Proc of the 8th ACM SIGKDD International Conference on Knowledge Discovery and Dala Mining. New York:ACM,2002:594-598.

二级参考文献69

共引文献267

同被引文献87

引证文献6

二级引证文献21

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部