Comparing Data Mining Techniques for Anti-Money Laundering

Luis Fernando Carvalho Dias, Fernando Silva Parreiras
{"title":"Comparing Data Mining Techniques for Anti-Money Laundering","authors":"Luis Fernando Carvalho Dias, Fernando Silva Parreiras","doi":"10.1145/3330204.3330283","DOIUrl":null,"url":null,"abstract":"Money laundering is a method used by criminals to give lawful appearance to funds obtained illegally. Due to the difficulty of identification using traditional methods of research, technology has played an important role in this process. The knowledge discovery techniques were used in an experimental research with the objective of verifying their effectiveness and accuracy in the identification of relationships in banking transactions from real money laundering investigations. The graph matching techniques obtained the best results but it was found that, despite the low efficiency, frequent pattern mining techniques are important and should not be avoided.","PeriodicalId":348938,"journal":{"name":"Proceedings of the XV Brazilian Symposium on Information Systems","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the XV Brazilian Symposium on Information Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3330204.3330283","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

Money laundering is a method used by criminals to give lawful appearance to funds obtained illegally. Due to the difficulty of identification using traditional methods of research, technology has played an important role in this process. The knowledge discovery techniques were used in an experimental research with the objective of verifying their effectiveness and accuracy in the identification of relationships in banking transactions from real money laundering investigations. The graph matching techniques obtained the best results but it was found that, despite the low efficiency, frequent pattern mining techniques are important and should not be avoided.
反洗钱数据挖掘技术比较
洗钱是犯罪分子用来把非法所得的资金伪装成合法的一种手段。由于传统研究方法难以识别,技术在这一过程中发挥了重要作用。在一项实验研究中使用了知识发现技术,目的是验证其在从真实洗钱调查中识别银行交易关系方面的有效性和准确性。图匹配技术获得了最好的结果,但发现,尽管效率低,频繁的模式挖掘技术是重要的,不应避免。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信