论文标题

贝叶斯和随机时钟拍卖

Bayesian and Randomized Clock Auctions

论文作者

Feldman, Michal, Gkatzelis, Vasilis, Gravin, Nick, Schoepflin, Daniel

论文摘要

在单参数机制设计问题中,提供商希望向一群潜在的买家出售服务。每个买家$ i $都有一个用于接收服务的私人价值$ v_i $,并且可以同时提供购买者的可行性约束限制。由于透明度,简单性和强大的激励保证,经济学的最新工作将时钟拍卖作为对此问题的较高拍卖。随后的工作重点是评估这些拍卖的社会福利近似保证,从而导致了强烈的不可能结果:在没有有关买家价值的先前信息的情况下,没有确定性时钟拍卖可以实现有限的近似值,即使仅具有两个最大可行性的简单可行性约束。 我们表明,可以通过使用先验信息或利用随机化来规避这些负面结果。我们提供时钟拍卖,可为一般向下关闭的可行性约束提供$ O(\ log \ log k)$近似值,具有$ k $最大可行性设置的三种不同信息模型,从完全访问值分布到完全没有信息。卖方拥有的信息越多,这些拍卖就越简单。在完整的访问中,我们使用特别简单的确定性时钟拍卖,称为单价时钟拍卖,仅比发布的价格机制要复杂得多。在这次拍卖中,每个买家都有一个价格,并且在接受他们的要约的人中选择了可行的套装。在另一个极端情况下,如果没有先验信息,则使用复杂的随机时钟拍卖获得了此近似保证。除了我们的主要结果外,我们还提出了一个参数化,该参数化在单价时钟拍卖和一般时钟拍卖之间进行了插值,为令人兴奋的未来研究铺平了道路。

In a single-parameter mechanism design problem, a provider is looking to sell a service to a group of potential buyers. Each buyer $i$ has a private value $v_i$ for receiving the service and a feasibility constraint restricts which sets of buyers can be served simultaneously. Recent work in economics introduced clock auctions as a superior class of auctions for this problem, due to their transparency, simplicity, and strong incentive guarantees. Subsequent work focused on evaluating the social welfare approximation guarantees of these auctions, leading to strong impossibility results: in the absence of prior information regarding the buyers' values, no deterministic clock auction can achieve a bounded approximation, even for simple feasibility constraints with only two maximal feasible sets. We show that these negative results can be circumvented by using prior information or by leveraging randomization. We provide clock auctions that give a $O(\log\log k)$ approximation for general downward-closed feasibility constraints with $k$ maximal feasible sets for three different information models, ranging from full access to the value distributions to complete absence of information. The more information the seller has, the simpler these auctions are. Under full access, we use a particularly simple deterministic clock auction, called a single-price clock auction, which is only slightly more complex than posted price mechanisms. In this auction, each buyer is offered a single price and a feasible set is selected among those who accept their offers. In the other extreme, where no prior information is available, this approximation guarantee is obtained using a complex randomized clock auction. In addition to our main results, we propose a parameterization that interpolates between single-price clock auctions and general clock auctions, paving the way for an exciting line of future research.

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