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Fraud detection in health insurance using data mining techniques
V. Rawte and G. Anuradha
V. Rawte and G. Anuradha, "Fraud detection in health insurance using data mining techniques,"
Communication, Information & Computing Technology (ICCICT), 2015 International
Conference on, Mumbai, 2015, pp. 1-5.
doi: 10.1109/ICCICT.2015.7045689
Abstract:
Fraud is widespread and very costly to the healthcare insurance system. Fraud involves
intentional deception or misrepresentation intended to result in an unauthorized benefit. It is
shocking because the incidence of health insurance fraud keeps increasing every year. In order to
detect and avoid the fraud, data mining techniques are applied. This includes some preliminary
knowledge of health care system and its fraudulent behaviors, analysis of the characteristics of
health care insurance data. Data mining which is divided into two learning techniques viz.,
supervised and unsupervised is employed to detect fraudulent claims. But, since each of the
above techniques has its own set of advantages and disadvantages, by combining the advantages
of both the techniques, a novel hybrid approach for detecting fraudulent claims in health
insurance industry is proposed.
keywords: {data mining;fraud;health care;insurance data processing;unsupervised learning;data
mining techniques;fraudulent claim detection;health care insurance data;health insurance;health
insurance industry;health-care insurance system;learning techniques;unsupervised learning
techniques;Companies;Data mining;Diseases;Electronic countermeasures;Insurance;Support
vector machines;Training;data mining;health insurance fraud;supervised;unsupervised},
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7045689&isnumber=7045627