Toward a Real-Time Cloud Auditing Paradigm

Robert Nix, Murat Kantarcioglu, S. Shetty
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Abstract

The amount of computing done in the cloud is greatly increasing. The decentralized nature of the cloud, however, makes it difficult for individuals to ensure that the computation is being done correctly. Thus, the concept of "cloud auditing" has appeared. As applications in the cloud become more sensitive, the need for auditing systems to provide rapid analysis and quick responses also increases. Machine learning algorithms can be employed for the purposes of providing audit data. Few of these algorithms can be done in an online fashion, however. In this work, we examine one such online machine learning algorithm, and describe how it might be employed in a distributed computing environment.
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走向实时云审计范式
在云计算中完成的计算量正在大大增加。然而,云的分散性使得个人很难确保正确地完成计算。因此,“云审计”的概念出现了。随着云中的应用程序变得越来越敏感,对审计系统提供快速分析和快速响应的需求也在增加。机器学习算法可以用于提供审计数据。然而,这些算法中很少能以在线方式完成。在这项工作中,我们研究了一种这样的在线机器学习算法,并描述了它如何在分布式计算环境中使用。
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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