Posted Price Mechanisms for a Random Stream of Customers

J. Correa, Patricio Foncea, R. Hoeksma, Tim Oosterwijk, T. Vredeveld
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引用次数: 125

Abstract

Posted price mechanisms constitute a widely used way of selling items to strategic consumers. Although suboptimal, the attractiveness of these mechanisms comes from their simplicity and easy implementation. In this paper, we investigate the performance of posted price mechanisms when customers arrive in an unknown random order. We compare the expected revenue of these mechanisms to the expected revenue of the optimal auction in two different settings. Namely, the nonadaptive setting in which all offers are sent to the customers beforehand, and the adaptive setting in which an offer is made when a consumer arrives. For the nonadaptive case, we obtain a strategy achieving an expected revenue within at least a 1-1/e fraction of that of the optimal auction. We also show that this bound is tight, even if the customers have i.i.d. valuations for the item. For the adaptive case, we exhibit a posted price mechanism that achieves a factor 0.745 of the optimal revenue, when the customers have i.i.d. valuations for the item. Furthermore, we prove that our results extend to the prophet inequality setting and in particular our result for i.i.d. random valuations resolves a problem posed by Hill and Kertz. [13]
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随机客户流的发布价格机制
张贴价格机制是向战略消费者销售商品的一种广泛使用的方式。虽然不是最优的,但这些机制的吸引力来自于它们的简单性和易于实现。在本文中,我们研究了当顾客以未知的随机顺序到达时,张贴价格机制的性能。我们比较了两种不同情况下这些机制的预期收益与最优拍卖的预期收益。即,所有优惠都事先发送给顾客的非适应设置,以及当顾客到达时才发出优惠的适应设置。对于非适应性情况,我们获得了一种策略,其预期收益至少是最优拍卖的1-1/e。我们还表明,即使客户对该商品有id估值,这个界限也是很紧的。对于自适应情况,我们展示了一种张贴价格机制,当客户对该商品有id估值时,该机制实现了最优收入的0.745因子。此外,我们证明了我们的结果推广到先知不等式设置,特别是我们的结果对于i.i.d随机估值解决了Hill和Kertz提出的一个问题。[13]
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