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Investigating the Effects of Threshold in Credit Card Fraud Detection System

机译:调查阈值在信用卡欺诈检测系统中的作用

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In e-commerce, credit card fraud is an evolving problem. The growing number of credit card transactions provides more opportunity for thieves to steal credit card numbers and subsequently commit fraud. Credit card fraud can be perpetrated through stolen cards, counterfeit card and stolen card details. The defensive measure issuing bank can take to overcome this liability is by introducing fraud detection systems (FDSs) in their database. Although different methods have been implemented to detect fraud but application of probability and selection of threshold value add an extra advantage for FDS to detect anomalies in on-line transactions. Therefore this paper implements another method of selecting threshold values (dynamic/adaptive) based on individual cardholder spending profile. In order to increase the confidence of the threshold values the results are verified using performance metrics. The two methods were compared and the results showed that adaptive method is suitable for detecting fraud in credit card transactions.
机译:在电子商务中,信用卡欺诈是一个不断发展的问题。越来越多的信用卡交易为窃贼提供了更多窃取信用卡号码并随后进行欺诈的机会。信用卡欺诈可通过被盗卡,伪造卡和被盗卡详细信息进行。开证行可以采取的防御措施是通过在数据库中引入欺诈检测系统(FDS)来克服此责任。尽管已经采用了不同的方法来检测欺诈,但是概率的应用和阈值的选择为FDS检测在线交易中的异常增加了额外的优势。因此,本文实现了另一种基于个人持卡人支出概况选择阈值(动态/自适应)的方法。为了增加阈值的置信度,使用性能指标来验证结果。比较了这两种方法,结果表明自适应方法适用于检测信用卡交易中的欺诈行为。

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