网络展示广告逆向选择与拍卖设计

N. Arnosti, M. Beck, Paul R. Milgrom
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引用次数: 44

摘要

我们用品牌广告商和更有见识的广告客户来模拟一个在线展示广告环境,并寻求一种不受策略影响、匿名的拍卖机制,使品牌广告商免受逆向选择的影响。我们发现,只有当最高出价与第二高出价的比例足够大时,才会将项目分配给出价最高的广告客户,这种机制也是假名证明。对于厚尾匹配值分布,这种新机制从良好匹配中获得了大部分收益,并且与预先搁置印象的常见做法相比,大大提高了匹配值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adverse Selection and Auction Design for Internet Display Advertising
We model an online display advertising environment with brand advertisers and better-informed performance advertisers, and seek an auction mechanism that is strategy-proof, anonymous and insulates brand advertisers from adverse selection. We find that the only such mechanism that is also false-name proof assigns the item to the highest bidding performance advertiser only when the ratio of the highest bid to the second highest bid is sufficiently large. For fat-tailed match-value distributions, this new mechanism captures most of the gains from good matching and improves match values substantially compared to the common practice of setting aside impressions in advance.
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