Understanding the role of change in incident prevention

Sinem Güven, K. Murthy
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引用次数: 7

Abstract

IT service providers are faced with a dilemma when trying to ensure proper function and effective operation of their clients' infrastructure. On one hand, frequent changes to the IT infrastructure are required to ensure smooth operation; on the other hand, studies show that changes are responsible for 80% of all incidents that result in client outages. This paper proposes a novel methodology for investigating the role of change in incident prevention. We provide a detailed analysis of the change-incident space, offer algorithms on linking incidents to changes that caused them, and show how such data can be effectively used to build predictive models for incident prevention. We conclude by presenting our methodology applied to a real-world dataset and use cases.
了解变化在事故预防中的作用
IT服务提供商在试图确保其客户的基础设施的正常功能和有效运行时面临着两难境地。一方面,资讯科技基础设施需要经常更改,以确保运作顺畅;另一方面,研究表明,在导致客户端中断的所有事件中,有80%是由更改造成的。本文提出了一种研究变化在事件预防中的作用的新方法。我们提供了对变化-事件空间的详细分析,提供了将事件与导致事件的变化联系起来的算法,并展示了如何有效地使用这些数据来构建事件预防的预测模型。最后,我们将介绍我们的方法应用于真实世界的数据集和用例。
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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