Integrated Feature-Temporal GAN for Imbalanced Transaction Fraud Detection

Integrated Feature-Temporal GAN for Imbalanced Transaction Fraud Detection

Transaction fraud detection (TFD) poses a significant challenge due to the severe class imbalance, where fraudulent transactions, though rare, cause substantial financial losses. Existing methods often fail to adequately capture both the critical discriminative features of fraud and the temporal dep...

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Bibliographic Details
Main Authors: Yicen Zheng, Yu Xie, Jiamin Yao
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Transaction fraud detection
imbalanced classification
generative adversarial network
Online Access:https://ieeexplore.ieee.org/document/11077152/
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