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Towards better models of externalities in sponsored search auctions

机译:在赞助的搜索拍卖中寻求更好的外部性模型

摘要

Sponsored Search Auctions (SSAs) arguably representudthe problem at the intersection of computer science and economicsudwith the deepest applications in real life. Within the realm of SSAs,udthe study of the effects that showing one ad has on the other ads,uda.k.a. externalities in economics, is of utmost importance and has soudfar attracted the attention of much research. However, even the basicudquestion of modeling the problem has so far escaped a definitiveudanswer. The popular cascade model is arguably too idealized to reallyuddescribe the phenomenon yet it allows a good comprehension ofudthe problem. Other models, instead, describe the setting more adequatelyudbut are too complex to permit a satisfactory theoretical analysis.udIn this work, we attempt to get the best of both approaches:udfirstly, we define a number of general mathematical formulations forudthe problem in the attempt to have a rich description of externalitiesudin SSAs and, secondly, prove a host of results drawing a nearly completeudpicture about the computational complexity of the problem.Weudcomplement these approximability results with some considerationsudabout mechanism design in our context.
机译:赞助搜索拍卖(SSA)可以说是计算机科学与经济学的交汇处的问题,它与现实生活中最深入的应用程序相提并论。在SSA的范围内, ud.k.a。研究展示一个广告对另一广告的影响。经济学中的外部性至关重要,因此受到了很多研究的关注。但是,到目前为止,即使是对问题建模的基本疑问,也都无法确定 udanswer。可以说,流行的级联模型过于理想化,无法真正描述现象,但可以很好地理解问题。相反,其他模型则更恰当地描述了设置 ud,但是过于复杂,以至于无法进行令人满意的理论分析。 ud在这项工作中,我们试图获得两种方法的最佳效果: ud首先,我们为定义了一些通用的数学公式。尝试对外部性进行详细描述 udin SSA,然后证明大量结果,得出关于该问题的计算复杂度的几乎完整 udpicture。我们在考虑了一些考虑因素后对这些近似结果进行了补充 udabout机制在我们的上下文中进行设计。

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