Analysis on credit card fraud identification techniques based on KNN and outlier detection
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- @InProceedings{Malini:2017:AEEICB,
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author = "N. Malini and M. Pushpa",
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booktitle = "2017 Third International Conference on Advances in
Electrical, Electronics, Information, Communication and
Bio-Informatics (AEEICB)",
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title = "Analysis on credit card fraud identification
techniques based on {KNN} and outlier detection",
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year = "2017",
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pages = "255--258",
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month = feb,
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keywords = "genetic algorithms, genetic programming",
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DOI = "doi:10.1109/AEEICB.2017.7972424",
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abstract = "Popular payment mode accepted both off line and online
is credit card that provides cashless transaction. It
is easy, convenient and trendy to make payments and
other transactions. Credit card fraud is also growing
along with the development in technology. It can also
be said that economic fraud is drastically increasing
in the global communication improvement. It is being
recorded every year that the loss due to these
fraudulent acts is billions of dollars. These
activities are carried out so elegantly so it is
similar to genuine transactions. Hence simple pattern
related techniques and other less complex methods are
really not going to work. Having an efficient method of
fraud detection has become a need for all banks in
order to minimise chaos and bring order in place. There
are several techniques like Machine learning, Genetic
Programming, fuzzy logic, sequence alignment, etc are
used for detecting credit card fraudulent transactions.
Along with these techniques, KNN algorithm and outlier
detection methods are implemented to optimise the best
solution for the fraud detection problem. These
approaches are proved to minimise the false alarm rates
and increase the fraud detection rate. Any of these
methods can be implemented on bank credit card fraud
detection system, to detect and prevent the fraudulent
transaction.",
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notes = "Also known as \cite{7972424}",
- }
Genetic Programming entries for
N Malini
M Pushpa
Citations