DocumentCode
1786322
Title
Fraud Analysis and Prevention in e-Commerce Transactions
Author
Caldeira, Evandro ; Brandao, Gabriel ; Pereira, Adriano C. M.
Author_Institution
Comput. Dept., Fed. Center of Technol. Educ. of Minas Gerais (CEFET-MG), Belo Horizonte, Brazil
fYear
2014
fDate
22-24 Oct. 2014
Firstpage
42
Lastpage
49
Abstract
The volume of electronic transactions has raised significantly in last years, mainly due to the popularization of electronic commerce (e-commerce), such as online retailers (e.g., Amazon.com, eBay, Ali Express.com). We also observe a significant increase in the number of fraud cases, resulting in billions of dollars losses each year worldwide. Therefore it is important and necessary to developed and apply techniques that can assist in fraud detection and prevention, which motivates our research. This work aims to apply and evaluate computational intelligence techniques (e.g., Data mining and machine learning) to identify fraud in electronic transactions, more specifically in credit card operations performed by Web payment gateways. In order to evaluate the techniques, we apply and evaluate them in an actual dataset of the most popular Brazilian electronic payment service. Our results show good performance in fraud detection, presenting gains up to 43 percent of an economic metric, when compared to the actual scenario of the company.
Keywords
data mining; electronic commerce; fraud; learning (artificial intelligence); transaction processing; Brazilian electronic payment service; Web payment gateways; computational intelligence techniques; credit card operations; data mining; e-commerce transactions; economic metric; electronic commerce; electronic transactions; fraud analysis; fraud detection; fraud prevention; machine learning; online retailers; Bayes methods; Credit cards; Data mining; Logistics; Mathematical model; Neural networks; Fraud Prevention; Machine Learning; e-Business; e-Commerce; e-Payment;
fLanguage
English
Publisher
ieee
Conference_Titel
Web Congress (LA-WEB), 2014 9th Latin American
Conference_Location
Ouro Preto
Print_ISBN
978-1-4799-6952-4
Type
conf
DOI
10.1109/LAWeb.2014.23
Filename
7000170
Link To Document