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INSURANCE CLAIM VALIDATION AND ANOMALY DETECTION BASED ON MODUS OPERANDI ANALYSIS

机译:基于模态操作分析的保险索赔确认和异常检测

摘要

In one aspect, a method of computer-implemented insurance claim validation based on ARM (pattern analysis, recognition and matching) approach and anomaly detection based on modus operandi analysis including the step of obtaining a set of open claims data. One of more modus-operandi variables of the open claims set are determined. A step includes determining a match between the one or more modus operandi variables and a claim in the set of open claims. A step includes generating a list of suspected fraudulent claims that comprises each matched claim. A step includes implementing one or more machine learning algorithms to learn a fraud signature pattern in the list of suspected fraudulent claims. A step includes grouping the set of open claims data based on the fraud signature pattern as determined by the modus operandi variables.
机译:在一个方面,一种基于ARM(模式分析,识别和匹配)方法的计算机实现的保险索赔确认以及基于模态操作分析的异常检测的方法包括以下步骤:获得一组未决索赔数据。确定未决主张集合的更多方式-操作数变量。步骤包括确定一个或多个惯性操作变量与所述一组未决要求中的要求之间的匹配。步骤包括生成包括每个匹配的索赔的可疑欺诈索赔清单。步骤包括实施一种或多种机器学习算法以学习可疑欺诈性索赔清单中的欺诈性签名模式。步骤包括基于由操作方式变量确定的欺诈签名模式将未结索赔数据集进行分组。

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