AutoFocus: Automatically scoping the impact of anomalous service events

Ren Quinn, Zihui Ge, He Yan, J. Merwe
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Abstract

Networks, and the services they enable, are increasingly diverse and highly utilized. From DSL and fiber-to-the-home access networks, to cellular mobile networks, to contentdelivery networks; all require extensive monitoring in order to meet the increase of user expectations of the availability and quality of those services provided to them. The complexity of these networks and services require better management on the part of providers as the data resulting from service monitoring experiences an increase in dimensionality, making it difficult to fully interpret anomalies in the data. For example, anomaly detection generally says “I found an anomaly with mobile phone A in market Z”. But it is more useful to know what other phones and what other markets are also experiencing the same anomaly.
AutoFocus:自动确定异常服务事件的影响范围
网络及其提供的服务越来越多样化,利用率也越来越高。从DSL和光纤入户接入网,到蜂窝移动网络,再到内容传送网络;所有这些都需要广泛的监测,以满足用户对提供给他们的服务的可得性和质量的日益增长的期望。这些网络和服务的复杂性需要提供商更好的管理,因为服务监控产生的数据的维度增加了,这使得很难完全解释数据中的异常。例如,异常检测通常说“我在Z市场发现了手机A的异常”。但了解哪些其他手机和哪些其他市场也经历了同样的异常情况更有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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