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Pure-Strategy Nash Equilibria of GSP Keyword Auction

机译:GSP关键字拍卖的纯策略纳什均衡

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Despite the tremendous commercial success of generalized second-price (GSP) keyword auctions, it still remains a big challenge for an advertiser to formulate an effective bidding strategy. In this paper, we strive to bridge this gap by proposing a framework for studying pure-strategy Nash equilibria in GSP auctions. We first analyze the equilibrium bidding behaviors by investigating the properties and distribution of all pure-strategy Nash equilibria. Our analysis shows that the set of all pure-strategy Nash equilibria of a GSP auction can be partitioned into separate convex polyhedra based on the order of bids if the valuations of all advertisers are distinct. We further show that only the polyhedron that allocates slots efficiently is weakly stable, thus allowing all inefficient equilibria to be weeded out. We then propose a novel refinement method for identifying a set of equilibria named the stable Nash equilibrium set (STNE) and prove that STNE is either the same as or a proper subset of the set of the well-known symmetrical Nash equilibria. These findings free both auctioneers and advertisers from complicated strategic thinking. The revenue of a GSP auction on STNE is at least the same as that of the classical Vickrey-Clarke-Groves mechanism and can be used as a benchmark for evaluating other mechanisms. At the same time, STNE provides advertisers a simple yet effective and stable bidding strategy.
机译:尽管广义第二价(GSP)关键字拍卖在商业上取得了巨大成功,但对于广告客户而言,制定有效的出价策略仍然是一个巨大的挑战。在本文中,我们通过提出一个研究GSP拍卖中纯策略纳什均衡的框架来努力弥合这一差距。我们首先通过研究所有纯策略纳什均衡的性质和分布来分析均衡竞价行为。我们的分析表明,如果所有广告客户的估值均不同,则GSP拍卖的所有纯策略纳什均衡的集合都可以根据出价顺序划分为单独的凸多面体。我们进一步表明,只有有效分配插槽的多面体才是弱稳定的,因此可以消除所有低效的平衡。然后,我们提出了一种新颖的细化方法来识别称为稳定纳什均衡集(STNE)的均衡集,并证明STNE与众所周知的对称纳什均衡集的相同或适当子集。这些发现使拍卖人和广告商都摆脱了复杂的战略思考。 STNE上GSP拍卖的收入至少与经典的Vickrey-Clarke-Groves机制的收入相同,并且可以用作评估其他机制的基准。同时,STNE为广告客户提供了一种简单而有效且稳定的出价策略。

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