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A Truthful and Fair Multi-Attribute Combinatorial Reverse Auction for Resource Procurement in Cloud Computing

机译:云计算中资源采购的真实,公平的多属性组合反向拍卖

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Resource procurement using reverse auction in Cloud computing is an interesting but a complex problem as it involves many attributes and constraints. Reverse auction is a mechanism in which a customer prepares call for proposal of resource requirement and publicizes it in order to get the attention of eligible service providers. This work proposes a multi-attribute combinatorial reverse auction for Cloud resource procurement which considers price as well as non-price attributes such as quality of service parameters, reputation etc. in the determination of winning service providers. For this, the problem is formulated using approximation algorithm and near optimal solution is obtained in polynomial time. Auction mechanism allows providers to reveal true information in order to maximize their profit. It also imposes a penalty on the providers who cheat i.e., do not offer the agreed upon services. This makes the system robust as it maintains the utility of the customer. It also maintains a healthy competition among the providers. Performance evaluation and a comparative study with some base line models exhibit that the proposed method performs better.
机译:在云计算中使用反向拍卖进行资源采购是一个有趣但复杂的问题,因为它涉及许多属性和约束。反向拍卖是一种机制,在这种机制中,客户准备征集资源需求的建议并进行宣传,以引起合格服务提供商的注意。这项工作提出了一种用于云资源采购的多属性组合反向拍卖,它在确定获胜的服务提供商时考虑了价格以及非价格属性,例如服务质量参数,信誉等。为此,使用逼近算法来表述问题,并在多项式时间内获得接近最优的解。拍卖机制使提供者可以揭示真实信息,从而最大程度地提高利润。它也对作弊即不提供约定服务的提供者处以罚款。这使系统坚固耐用,因为它可以维护客户的效用。它还保持了提供商之间的健康竞争。性能评估和与一些基线模型的比较研究表明,该方法具有更好的性能。

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