Exploring Machine Learning for Credit Card Fraud Detection from a Philippine Perspective

被引:0
作者
Blancaflor, Eric [1 ]
Asuncion, Keziah Dawn [1 ]
Reyes, Hailie Jade [1 ]
Verzosa, Michaela [1 ]
机构
[1] Mapua Univ, Sch IT, Manila, Philippines
来源
6TH WORLD SYMPOSIUM ON SOFTWARE ENGINEERING, WSSE 2024 | 2024年
关键词
Credit Card; Fraud Detection; Machine Learning; Philippines; Support Vector Machines; Artificial Neural Network; Prevention; Detection;
D O I
10.1145/3698062.3698088
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study examines how machine learning (ML) techniques are applied in the Philippine setting to identify credit card fraud. This research aims to provide insights into the effectiveness of ML techniques in fraud detection, focusing on customizing ML algorithms to the distinct patterns and dynamics of credit card fraud in the Philippines, considering the nation's unique economic, technological, and social milieu. The research assesses the efficacy of different machine learning (ML) models using available data on credit card fraud occurrences and suggests improving fraud detection systems in Philippine financial institutions through ML integration. It also examines the opportunities and difficulties of using ML-driven fraud detection techniques in the Philippine financial industry.
引用
收藏
页码:177 / 182
页数:6
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