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Title | Data Mining of Operations with Card Accounts of Bank Clients |
Authors |
Subeh, Musa A.
Yarovenko, Hanna Mykolaivna |
ORCID |
http://orcid.org/0000-0002-8760-6835 |
Keywords |
bank fraud credit card data mining modeling neural network statistica |
Type | Article |
Date of Issue | 2017 |
URI | http://essuir.sumdu.edu.ua/handle/123456789/66319 |
Publisher | Sumy State University |
License | |
Citation | A. Subeh M., Yarovenko H. (2017).Data Mining of Operations with Card Accounts of Bank Clients. Financial Markets, Institutions and Risks, 1(4), 87-95. DOI: 10.21272/fmir.1(4).87-95.2017 |
Abstract |
The article is devoted to the expediency of using the data mining and the construction of the neural network
for the evaluation of transactions with card accounts for detecting attempts of frauds. The authors proposed a
scheme for customer interaction with the bank when transaction is performing with the payment cards. The
process is carried out using the verification module with data mining. The article was built a neural network
with using software “Statistica”. The authors selected a data set that contains amounts of transaction, time
intervals, fraud identifiers. As a result, it was got a multilayer perceptron with nine inputs, five hidden neurons
and two outputs that can be used to predict an attempt at fraud with card accounts of bank clients. |
Appears in Collections: |
Financial Markets, Institutions and Risks (FMIR) |
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File | Size | Format | Downloads |
---|---|---|---|
Data_Mining_Subeh.pdf | 1.38 MB | Adobe PDF | 698639152 |
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