Understanding payment card fraud through knowledge extraction from neural networks using large-scale datasets

A novel approach to knowledge extraction from neural network classifiers when applied to payment card fraud detection is proposed. Existing Fraud Management Systems (FMS) use neural network classifiers but do not have the ability to explain their learnt patterns of fraud. Rule extraction from such c...

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Bibliographic Details
Main Author: Ryman-Tubb, Nick
Other Authors: Krause, Paul ; Jin, Yaochu
Published: University of Surrey 2016
Subjects:
Online Access:http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.698642