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Mahalanobis distance genetic algorithm method and system

机译:马氏距离遗传算法及系统

摘要

A computer-implemented method to provide a desired variable subset. The method may include obtaining a set of data records corresponding a plurality of variables and defining the data records as normal data or abnormal data based on predetermined criteria. The method may also include initializing a genetic algorithm with a subset of variables from the plurality of variables and calculating Mahalanobis distances of the normal data and the abnormal data based on the subset of variables. Further, the method may include identifying a desired subset of the plurality of variables by performing the genetic algorithm based on the Mahalanobis distances.
机译:提供所需变量子集的计算机实现方法。该方法可以包括获得与多个变量相对应的一组数据记录,并且基于预定标准将数据记录定义为正常数据或异常数据。该方法还可以包括用来自多个变量的变量的子集来初始化遗传算法,并基于变量的子集来计算正常数据和异常数据的马氏距离。此外,该方法可以包括通过基于马哈拉诺比斯距离执行遗传算法来识别多个变量的期望子集。

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