Bidding strategies with gender nondiscrimination constraints for online ad auctions

Milad Nasr, Michael Carl Tschantz
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引用次数: 26

Abstract

Interactions between bids to show ads online can lead to an advertiser's ad being shown to more men than women even when the advertiser does not target towards men. We design bidding strategies that advertisers can use to avoid such emergent discrimination without having to modify the auction mechanism. We mathematically analyze the strategies to determine the additional cost to the advertiser for avoiding discrimination, proving our strategies to be optimal in some settings. We use simulations to understand other settings.
基于性别歧视约束的在线广告竞价策略
在网上展示广告的出价之间的相互作用可能导致广告商的广告向更多的男性展示,而不是女性,即使广告商的目标受众不是男性。我们设计了竞价策略,广告商可以使用它来避免这种紧急歧视,而无需修改拍卖机制。我们从数学上分析了这些策略,以确定广告商为避免歧视而付出的额外成本,证明了我们的策略在某些情况下是最优的。我们使用模拟来理解其他设置。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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