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Method and system for determining the importance of individual variables in a statistical model

机译:确定统计模型中各个变量的重要性的方法和系统

摘要

A method and system for determining the importance of each of the variables that contribute to the overall score of a model for predicting the profitability of an insurance policy. For each variable in the model, an importance is calculated based on the calculated slope and deviance of the predictive variable. Since the score is developed using complex mathematical calculations combining large numbers of parameters with predictive variables, it is often difficult to interpret from the mathematical formula for example, why some policyholders receive low scores while other receive high scores. Such clear communication and interpretation of insurance profitability scores is critical if they are used by the various interested insurance parties including policyholders, agents, underwriters, and regulators.
机译:一种确定每个变量的重要性的方法和系统,这些变量对预测保险单的获利能力的模型的总得分有贡献。对于模型中的每个变量,根据计算出的预测变量的斜率和偏差来计算重要性。由于分数是通过将大量参数与预测变量结合在一起的复杂数学计算得出的,因此通常很难从数学公式中进行解释,例如为什么某些保单持有人分数较低而另一些投保人分数较高。如果利益相关方(包括保单持有人,代理商,承销商和监管机构)使用这种清晰的沟通方式和对保险获利分数的解释,则至关重要。

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