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Towards Better Models of Externalities in Sponsored Search Auctions

机译:在赞助的搜索拍卖中更好地展开外部性的更好模型

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摘要

Sponsored Search Auctions (SSAs) arguably represent the problem at the intersection of computer science and economics with the deepest applications in real life. Within the realm of SSAs, the study of the effects that showing one ad has on the other ads, a.k.a. externalities in economics, is of utmost importance and has so far attracted the attention of much research. However, even the basic question of modeling the problem has so far escaped a definitive answer. The popular cascade model is arguably too idealized to really describe the phenomenon yet it allows a good comprehension of the problem. Other models, instead, describe the setting more adequately but are too complex to permit a satisfactory theoretical analysis. In this work, we attempt to get the best of both approaches: firstly, we define a number of general mathematical formulations for the problem in the attempt to have a rich description of externalities in SSAs and, secondly, prove a host of results drawing a nearly complete picture about the computational complexity of the problem. We complement these approximability results with some considerations about mechanism design in our context.
机译:赞助商搜索拍卖(SSAS)可以代表计算机科学与经济学与现实生活中最深层应用的问题。在SSA的领域内,研究了显示一个广告的效果,A.K.A.在经济学中的外部性,至关重要,到目前为止已经吸引了许多研究的注意。但是,即使是建模问题的基本问题也迄今为止逃脱了一个明确的答案。流行的级联模型可以说太理想化,无法描述这一现象,它允许对这个问题的良好理解。相反,其他型号更充分地描述了该设置,但太复杂,无法允许令人满意的理论分析。在这项工作中,我们试图获得两种方法中最好的方法:首先,我们定义了一些关于问题的一般数学制作,以便在SSA中的外部性的丰富描述,其次,证明了一系列结果关于问题的计算复杂性几乎完全的图片。我们补充了这些近似性,并对我们的背景下的机制设计进行了一些考虑。

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