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Automatically identifying an optimal set of attributes to facilitate generating best practices for configuring a networked system

机译:自动识别一组最佳属性,以促进生成用于配置网络系统的最佳实践

摘要

A method and system for automatically identifying an optimal set of attributes of entities included in a networked system. Entity types are ranked based on information gain. A first classification accuracy relative to a first entity type is determined. The first entity type is the top-ranked entity type or a first aggregate entity type. A second entity type is selected base on the ranking. A database join of a first set of attributes associated with the first entity type and a second set of attributes associated with the second entity type is performed. A second classification accuracy relative to a second aggregate entity type generated by the join is determined. In response to determining that the second classification accuracy is not greater than the first classification accuracy, an optimal set of attributes contributing to a problem in the networked system is identified as the first set of attributes.
机译:一种用于自动识别网络系统中包括的实体的最佳属性集的方法和系统。实体类型基于信息增益进行排名。确定相对于第一实体类型的第一分类精度。第一实体类型是排名最高的实体类型或第一聚合实体类型。根据排名选择第二种实体类型。执行与第一实体类型关联的第一属性集合和与第二实体类型关联的第二属性集合的数据库联接。确定相对于由联接生成的第二聚合实体类型的第二分类精度。响应于确定第二分类精度不大于第一分类精度,将导致网络系统中的问题的最优属性集标识为第一属性集。

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