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Privacy-Preserving Strategyproof Auction Mechanisms for Resource Allocation in Wireless Communications

机译:无线通信中资源分配的隐私保护策略验证拍卖机制

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In recent years, auction theory has been extensively studied and many state-of-art solutions have been proposed aiming at allocating scarce resources (e.g. spectrum resources in wireless communications). Unfortunately, most of these studies assume that the auctioneer is always trustworthy in the sealed-bid auctions, which is not always true in a more realistic scenario. On the other hand, performance guarantee, such as social efficiency maximization, is also crucial for auction mechanism design. Therefore, the goal of this work is to design a series of strategyproof and privacy preserving auction mechanisms that maximize the social efficiency. To make the designed auction model more general, we allow the bidders to express their preferences about multiple items, which is often regarded as the multi-unit auction. As computing an optimal allocation in multi-unit auction is NP-hard, we design a set of near optimal allocation mechanisms with privacy preserving separately for: (1) The auction aims at identical multi-items trading; and (2) The auction aims at distinct multi-items trading, which is also known as combinatorial auction. To the best of our knowledge, we are the first to design strategyproof multi-unit auction mechanisms with privacy preserving, which maximize the social efficiency at the same time. The evaluation results corroborate our theoretical analysis, and show that our proposed methods achieve low computation and communication complexity.
机译:近年来,拍卖理论已经被广泛研究,并且已经提出了许多旨在解决稀缺资源(例如,无线通信中的频谱资源)的最新解决方案。不幸的是,这些研究大多数都假设拍卖人在密封标书拍卖中始终是值得信赖的,在更现实的情况下并不总是如此。另一方面,绩效保证,例如社会效率的最大化,对于拍卖机制的设计也至关重要。因此,这项工作的目的是设计一系列能够最大化社会效率的策略验证和隐私保护拍卖机制。为了使设计的拍卖模型更具通用性,我们允许投标人表达对多个项目的偏好,这通常被视为多单位拍卖。由于在多单位拍卖中计算最优分配是困难的,因此我们设计了一套分别具有隐私保护的接近最优分配机制,用于:(1)拍卖针对相同的多项目交易; (2)拍卖针对不同的多项目交易,也称为组合拍卖。据我们所知,我们是第一个设计具有策略性的,具有隐私保护功能的多单位拍卖机制,可以同时最大化社会效率。评估结果证实了我们的理论分析,并表明我们提出的方法实现了低计算量和通信复杂性。

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