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Song-Kyoo Kim

5 papers indexed

crossrefMathematics2026-03-13

Machine Learning-Based Data Generative Techniques for Credit Card Fraud-Detection Systems

Xiaomei Feng, Song-Kyoo Kim

This study investigates the pressing issue of credit card fraud in the context of evolving e-commerce platforms and the necessity for improved fraud detection mechanisms. Since the advent of credit cards, the surge in their usage has led to a corresponding increase in fraud rates…

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crossrefMathematics2025-07-29Cited by 4

Statistical Data-Generative Machine Learning-Based Credit Card Fraud Detection Systems

Xiaomei Feng, Song-Kyoo Kim

This study addresses the challenges of data imbalance and missing values in credit card transaction datasets by employing mode-based imputation and various machine learning models. We analyzed two distinct datasets: one consisting of European cardholders and the other from Americ…

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