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Temporal rule-based feature definition and extraction

机译:基于时间规则的特征定义和提取

摘要

A temporal rule-based feature extraction system and method for extracting features from temporal-based rules satisfied by a trace. Once a temporal-based rule is found that is satisfied by the trace, then embodiments of the temporal rule-based feature extraction system and method leverage that rule to either use as a feature or to extract additional features. The extracted feature then is used to characterize the trace. Embodiments of the system include a feature definition module, which defines features based on the temporal-based rules satisfied by a trace, and a similarity measure module, which defines a similarity measure for the defined features. The defined features include both extrinsic features, which are based on extrinsic properties of the rule, and intrinsic features, which are based on intrinsic properties of the rule. The similarity module generates similarity measures that indicate the similarity of two traces.
机译:一种基于时间规则的特征提取系统和方法,用于从跟踪满足的基于时间的规则中提取特征。一旦发现跟踪满足的基于时间的规则,则基于时间规则的特征提取系统和方法的实施例就利用该规则来用作特征或提取附加特征。然后,将提取的特征用于表征轨迹。该系统的实施例包括:特征定义模块,其基于由轨迹满足的基于时间的规则来定义特征;以及相似性度量模块,其为所定义的特征定义相似性度量。定义的特征既包括基于规则的外部属性的外部特征,也包括基于规则的内部属性的内部特征。相似度模块生成指示两个迹线相似度的相似度度量。

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