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An Approach of Anomaly Diagnosis with Logs for Distributed Services in Communication Network Information System

机译:在通信网络信息系统中具有分布式服务日志的异常诊断方法

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Anomaly diagnosis for distributed service plays an important role in communication network information system. Log analysis is the main method to undertake anomaly detection. In order to reduce the manual detection, we propose an anomaly detection method based on the time-weighted control flaw graph model. The border is split by a discrete degree strategy based on analyzing the time interval distribution and the time weight is selected to be k-means. Experiments show that our algorithm has good precision and recall in anomaly diagnosis. In real-world scenarios, it has a precision of 80% and a recall rate of 65% on average.
机译:Anomaly诊断分布式服务在通信网络信息系统中起重要作用。日志分析是进行异常检测的主要方法。为了减少手动检测,我们提出了一种基于时间加权控制漏洞图模型的异常检测方法。边界通过基于分析时间间隔分布的分析度策略来分割,并且选择时间重量为k均值。实验表明,我们的算法在异常诊断中具有良好的精度和召回。在真实世界的场景中,它的精确度为80 %,平均召回率为65 %。

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