On trust guided collaboration among cloud service providers

Xin Liu, Anwitaman Datta
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引用次数: 19

Abstract

Cloud computing has emerged as a popular paradigm that offers computing resources (e.g. CPU, storage, bandwidth, software) as scalable and on-demand services over the Internet. As more players enter this emerging market, a heterogeneous cloud computing market is expected to evolve, where individual players will have different volumes of resources, and will provide specialized services, and with different levels of quality of services. It is expected that service providers will thus, besides competing, also collaborate to complement their resources in order to improve resource utilization and combine individual services to offer more complex value chains and end-to-end solutions required by the customers. It is challenging to select suitable partners in a decentralized setting due to various factors such as lack of global coordination or information, as well as diversity and scale. Trust is known to play an important role in promoting cooperation in many decentralized settings including the society at large, as well as on the Internet, e.g., in e-commerce, etc. In this paper, we explore how trust can promote collaboration among service providers. The novelty of our approach is a framework to combine disparate trust information - from direct interactions and from (indirect) references among service providers, as well as from customer feedbacks, depending on availability of these different kinds of information. Doing so provides decision making guidance to service providers to initialize collaborations by selecting trustworthy partners. Simulation results demonstrate the promise of our approach by showing that compared to random selection, our proposal can help effectively select trustworthy collaborators to achieve better quality of services.
基于信任的云服务提供商之间的协作
云计算已经成为一种流行的范例,它将计算资源(例如CPU、存储、带宽、软件)作为可扩展的按需服务在互联网上提供。随着越来越多的参与者进入这一新兴市场,异构云计算市场有望发展,其中各个参与者将拥有不同数量的资源,并将提供不同水平的专业服务和服务质量。因此,预计服务提供商除了竞争之外,还将合作补充其资源,以提高资源利用率,并将各个服务结合起来,提供客户所需的更复杂的价值链和端到端解决方案。由于缺乏全球协调或信息以及多样性和规模等各种因素,在分散的环境中选择合适的合作伙伴是一项挑战。众所周知,在许多分散的环境中,包括整个社会,以及在互联网上,如电子商务等,信任在促进合作方面发挥着重要作用。在本文中,我们探讨信任如何促进服务提供者之间的协作。我们的方法的新颖之处在于一个框架来组合不同的信任信息——来自服务提供者之间的直接交互和(间接)引用,以及来自客户反馈,这取决于这些不同类型信息的可用性。这样做可以为服务提供者提供决策制定指导,以便通过选择值得信赖的合作伙伴来初始化协作。仿真结果表明,与随机选择相比,我们的建议可以有效地选择值得信赖的合作者,以实现更好的服务质量,从而证明了我们的方法的前景。
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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