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FinGraphFL: Financial Graph-Based Federated Learning for Enhanced Credit Card Fraud Detection

In the field of credit card fraud detection, traditional methods often struggle due to their reliance on complex manual feature engineering or their inability to adapt to rapidly changing fraud patterns. This paper introduces an innovative approach called FinGraphFL, which merges graph-based learnin...

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Principais autores: Zhenyu Xia, Suvash C. Saha
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2025-04-01
Serier:Mathematics
Fag:
privacy preserving
federated learning
local federalization
differential privacy
Online adgang:https://www.mdpi.com/2227-7390/13/9/1396
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