Feedback fraud detection on online marketplace system based on fusion approach

M. Elfahmi, G. Saptawati
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引用次数: 1

Abstract

For online marketplace system, feedback is the evaluation given by a buyer to a seller based on a certain transaction aspects. Feedback fraud is a fraud that happens when a seller exploits the feedback system to gain as much good feedback as possible. This paper adapted Fusion Approach, a fraud detection method on credit cards, and used it to detect feedback fraud case. Fusion Approach is a fraud detection method that combines multiple evidences from current action and past actions. To adapt Fusion Approach in feedback fraud case, we modified the underlying rules, parameters, components, and detection target on this method. Evaluation with a real word dataset proved that this method gives good accuracy with low false alarm and takes reasonable amount of detection time.
基于融合方法的在线市场系统反馈欺诈检测
对于在线市场系统来说,反馈是买方根据交易的某一方面给予卖方的评价。反馈欺诈是指卖家利用反馈系统来获得尽可能多的好的反馈。本文将信用卡欺诈检测方法融合方法应用于反馈欺诈案件的检测。融合方法是一种将当前行为和过去行为的多个证据相结合的欺诈检测方法。为了使融合方法适应反馈欺诈案件,我们修改了该方法的基本规则、参数、组件和检测目标。实验结果表明,该方法具有较好的准确率和较低的虚警率,且检测时间合理。
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