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CloudArmor: Supporting Reputation-Based Trust Management for Cloud Services

机译:CloudArmor:支持基于信誉的云服务信任管理

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Trust management is one of the most challenging issues for the adoption and growth of cloud computing. The highly dynamic, distributed, and non-transparent nature of cloud services introduces several challenging issues such as privacy, security, and availability. Preserving consumers’ privacy is not an easy task due to the sensitive information involved in the interactions between consumers and the trust management service. Protecting cloud services against their malicious users (e.g., such users might give misleading feedback to disadvantage a particular cloud service) is a difficult problem. Guaranteeing the availability of the trust management service is another significant challenge because of the dynamic nature of cloud environments. In this article, we describe the design and implementation of CloudArmor, a reputation-based trust management framework that provides a set of functionalities to deliver trust as a service (TaaS), which includes i) a novel protocol to prove the credibility of trust feedbacks and preserve users’ privacy, ii) an adaptive and robust credibility model for measuring the credibility of trust feedbacks to protect cloud services from malicious users and to compare the trustworthiness of cloud services, and iii) an availability model to manage the availability of the decentralized implementation of the trust management service. The feasibility and benefits of our approach have been validated by a prototype and experimental studies using a collection of real-world trust feedbacks on cloud services.
机译:对于云计算的采用和增长,信任管理是最具挑战性的问题之一。云服务的高度动态,分布式和非透明性带来了一些挑战性问题,例如隐私,安全性和可用性。由于消费者与信任管理服务之间的交互涉及敏感信息,因此保护消费者的隐私并非易事。保护云服务不受其恶意用户(例如,此类用户可能会提供误导性反馈,使特定的云服务处于不利地位)是一个难题。由于云环境的动态特性,确保信任管理服务的可用性是另一个重大挑战。在本文中,我们描述了CloudArmor的设计和实现,CloudArmor是基于信誉的信任管理框架,它提供了一组功能来交付信任即服务(TaaS),其中包括:i)一种新颖的协议来证明信任反馈的可信度并保护用户的隐私; ii)自适应且健壮的可信度模型,用于测量信任反馈的可信度,以保护云服务免受恶意用户的侵害并比较云服务的可信度; iii)可用性模型,用于管理分散式服务器的可用性实施信任管理服务。我们的方法的可行性和益处已通过使用云服务的真实可信信任反馈的原型和实验研究得到验证。

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