Combining Discriminant Analysis and Neural Networks for Fraud Detection on the Base of Complex Event Processing (search Google Scholar)
A. Widder, R. v. Ammon, P. Schaeffer, and C. Wolff. Combining discriminant analysis and neural networks for fraud detection on the base of complex event processing. Fast abstract on DEBS'08, 2008.
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Abstract
A new approach to detect suspicious, unknown event
patterns in the field of fraud detection by using a
combination of discriminant analysis and neural network
techniques is presented. The approach is embedded in a
Complex Event Processing (CEP) engine. CEP is an
emerging technology for detecting known patterns of
events and aggregating them as complex events at a
higher level of analysis in real-time. Detection
systems can be differentiated in rule based systems and
those based on statistical methods. In order to reach
the goal of finding unknown fraud patterns, several
statistical methods are discussed. On this background,
first experimental results of our approach as a
combination of CEP, discriminant analysis and neural
networks are presented
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BibTeX
@Misc{Widderetal:2008:FraudDetection,
abstract = "A new approach to detect suspicious, unknown event
patterns in the field of fraud detection by using a
combination of discriminant analysis and neural network
techniques is presented. The approach is embedded in a
Complex Event Processing (CEP) engine. CEP is an
emerging technology for detecting known patterns of
events and aggregating them as complex events at a
higher level of analysis in real-time. Detection
systems can be differentiated in rule based systems and
those based on statistical methods. In order to reach
the goal of finding unknown fraud patterns, several
statistical methods are discussed. On this background,
first experimental results of our approach as a
combination of CEP, discriminant analysis and neural
networks are presented",
author = "Alexander Widder and Rainer v. Ammon and Philippe
Schaeffer and Christian Wolff",
title = "Combining Discriminant Analysis and Neural Networks
for Fraud Detection on the Base of Complex Event
Processing",
howpublished = "Fast abstract on DEBS'08",
URL = "http://debs08.dis.uniroma1.it/pdf/fa-widder.pdf",
topic = "Event Composition, Correlation, Detection; Security",
year = "2008",
modified = "1216897976",
}
