On revenue in the generalized second price auction

The Generalized Second Price (GSP) auction is the primary auction used for selling sponsored search advertisements. In this paper we consider the revenue of this auction at equilibrium. We prove that if agent values are drawn from identical regular distributions, then the GSP auction paired with an appropriate reserve price generates a constant fraction (1/6th) of the optimal revenue. In the full-information game, we show that at any Nash equilibrium of the GSP auction obtains at least half of the revenue of the VCG mechanism excluding the payment of a single participant. This bound holds also with any reserve price, and is tight. Finally, we consider the tradeoff between maximizing revenue and social welfare. We introduce a natural convexity assumption on the click-through rates and show that it implies that the revenue-maximizing equilibrium of GSP in the full information model will necessarily be envy-free. In particular, it is always possible to maximize revenue and social welfare simultaneously when click-through rates are convex. Without this convexity assumption, however, we demonstrate that revenue may be maximized at a non-envy-free equilibrium that generates a socially inefficient allocation.

[1]  Evangelos Markakis,et al.  Discrete Strategies in Keyword Auctions and Their Inefficiency for Locally Aware Bidders , 2010, WINE.

[2]  Tilman Börgers,et al.  Equilibrium Bids in Sponsored Search Auctions: Theory and Evidence , 2013 .

[3]  Mohammad Taghi Hajiaghayi,et al.  Automated Online Mechanism Design and Prophet Inequalities , 2007, AAAI.

[4]  Jon Feldman,et al.  Sponsored Search Auctions with Markovian Users , 2008, WINE.

[5]  Benjamin Edelman,et al.  Optimal Auction Design and Equilibrium Selection in Sponsored Search Auctions , 2010 .

[6]  Kane S. Sweeney,et al.  Bayes-nash equilibria of the generalized second price auction , 2009, EC '09.

[7]  Renato Paes Leme,et al.  Improved Social Welfare Bounds for GSP at Equilibrium , 2010, ArXiv.

[8]  Renato Paes Leme,et al.  On the efficiency of equilibria in generalized second price auctions , 2011, EC '11.

[9]  S. Athey,et al.  A Structural Model of Sponsored Search Advertising Auctions , 2011 .

[10]  Benjamin Edelman,et al.  Strategic bidder behavior in sponsored search auctions , 2007, Decis. Support Syst..

[11]  Sébastien Lahaie,et al.  An analysis of alternative slot auction designs for sponsored search , 2006, EC '06.

[12]  Peter B. Key,et al.  Stochastic variability in sponsored search auctions: observations and models , 2011, EC '11.

[13]  Shuchi Chawla,et al.  Multi-parameter mechanism design and sequential posted pricing , 2010, BQGT.

[14]  R. Vohra,et al.  Algorithmic Game Theory: Sponsored Search Auctions , 2007 .

[15]  Benjamin Edelman,et al.  Optimal Auction Design in a Multi-unit Environment : The Case of Sponsored Search Auctions , 2007 .

[16]  H. Varian Online Ad Auctions , 2009 .

[17]  Hemant K. Bhargava,et al.  Implementing Sponsored Search in Web Search Engines: Computational Evaluation of Alternative Mechanisms , 2007, INFORMS J. Comput..

[18]  U. Krengel,et al.  Semiamarts and finite values , 1977 .

[19]  Maurizio Naldi,et al.  Sponsored search auctions: an overview of research with emphasis on game theoretic aspects , 2012, Electronic Commerce Research.

[20]  Renato Paes Leme,et al.  Pure and Bayes-Nash Price of Anarchy for Generalized Second Price Auction , 2010, 2010 IEEE 51st Annual Symposium on Foundations of Computer Science.

[21]  Roger B. Myerson,et al.  Optimal Auction Design , 1981, Math. Oper. Res..

[22]  David M. Pennock,et al.  Revenue analysis of a family of ranking rules for keyword auctions , 2007, EC '07.

[23]  Ashish Goel,et al.  Truthful auctions for pricing search keywords , 2006, EC '06.

[24]  Renato Paes Leme,et al.  GSP auctions with correlated types , 2011, EC '11.