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Credit Card Fraud Detection System Using Deep Learning Techniques: Detection of Fraudulent Transactions Using AI-Based Models - Softcover

Baghsawari, Megha

 
9786209892257: Credit Card Fraud Detection System Using Deep Learning Techniques: Detection of Fraudulent Transactions Using AI-Based Models
Softcover
ISBN 10: 6209892256 ISBN 13: 9786209892257
Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

Credit card fraud detection remains a significant challenge due to the growing complexity of fraudulent behaviour and the severe class imbalance in transaction data. This study presents a hybrid deep learning approach that combines three advanced models—an Artificial Neural Network (ANN) enhanced with Batch Normalization and Dropout, along with VGG16 and VGG19 architectures—to enhance detection accuracy and reliability. The system begins with extensive data pre-processing, including Standard Scaling for normalization, Synthetic Minority Over-sampling Technique (SMOTE) to balance class distribution, and Principal Component Analysis (PCA) for dimensionality reduction.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 10 
6209892256
ISBN 13 
9786209892257
Einband
Taschenbuch
Anzahl der Seiten
104
Kontakt zum Hersteller
Editions universitaires europeennes
customerservice@vdm-vsg.de

Brivibas gatve 197
Riga
1039
Lettland