Truthful Outcomes from Non-Truthful Position Auctions

We exhibit a property of the VCG mechanism that can help explain the surprising rarity with which it is used even in settings with unit demand: a relative lack of robustness to inaccuracies in the choice of its parameters. For a standard position auction environment in which the auctioneer may not know the precise relative values of the positions, we show that under both complete and incomplete information a non-truthful mechanism supports the truthful outcome of the VCG mechanism for a wider range of these values than the VCG mechanism itself. The result for complete information concerns the generalized second-price mechanism and lends additional theoretical support to the use of this mechanism in practice. Particularly interesting from a technical perspective is the case of incomplete information, where a surprising combinatorial equivalence helps us to avoid confrontation with an unwieldy differential equation.

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

[2]  Jason D. Hartline,et al.  Non-Revelation Mechanism Design , 2016, ArXiv.

[3]  S. Matthew Weinberg,et al.  A Simple and Approximately Optimal Mechanism for an Additive Buyer , 2014, 2014 IEEE 55th Annual Symposium on Foundations of Computer Science.

[4]  Michael H. Rothkopf,et al.  Thirteen Reasons Why the Vickrey-Clarke-Groves Process Is Not Practical , 2007, Oper. Res..

[5]  D. Bergemann,et al.  Robust Mechanism Design , 2003 .

[6]  Martin Wattenberg,et al.  Ad click prediction: a view from the trenches , 2013, KDD.

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

[8]  Éva Tardos,et al.  Composable and efficient mechanisms , 2012, STOC '13.

[9]  H. Leonard Elicitation of Honest Preferences for the Assignment of Individuals to Positions , 1983, Journal of Political Economy.

[10]  Tim Roughgarden,et al.  Barriers to Near-Optimal Equilibria , 2014, 2014 IEEE 55th Annual Symposium on Foundations of Computer Science.

[11]  William Vickrey,et al.  Counterspeculation, Auctions, And Competitive Sealed Tenders , 1961 .

[12]  Tim Roughgarden,et al.  Equilibrium Efficiency and Price Complexity in Sponsored Search Auctions , 2010 .

[13]  Erik Vee,et al.  Cost of Conciseness in Sponsored Search Auctions , 2007, WINE.

[14]  Paul Dütting,et al.  Valuation Compressions in VCG-Based Combinatorial Auctions , 2013, WINE.

[15]  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.

[16]  Yang Cai,et al.  Simultaneous bayesian auctions and computational complexity , 2014, EC.

[17]  Allan Borodin,et al.  Price of anarchy for greedy auctions , 2009, SODA '10.

[18]  Paul Dütting,et al.  Expressiveness and robustness of first-price position auctions , 2013, EC.

[19]  Nima Haghpanah,et al.  The Simple Economics of Approximately Optimal Auctions , 2012, 2013 IEEE 54th Annual Symposium on Foundations of Computer Science.

[20]  Bing Ads Auction Explained : How Bid , CPC and Quality Score Work Together , 2013 .

[21]  Jason D. Hartline,et al.  Position Auctions and Non-uniform Conversion Rates , 2008 .

[22]  Shuchi Chawla,et al.  Mechanism design for data science , 2014, EC.

[23]  Shmuel Zamir,et al.  Asymmetric First-Price Auctions With Uniform Distributions: Analytic Solutions to the General Case , 2007 .

[24]  Jason D. Hartline,et al.  Auctions with unique equilibria , 2013, EC '13.

[25]  Tim Roughgarden,et al.  The performance of deferred-acceptance auctions , 2014, Math. Oper. Res..

[26]  Gabriel D. Carroll Robustness and Separation in Multidimensional Screening , 2017 .

[27]  Renato Paes Leme,et al.  Bounding the inefficiency of outcomes in generalized second price auctions , 2012, J. Econ. Theory.

[28]  Vasilis Syrgkanis,et al.  Greedy Algorithms Make Efficient Mechanisms , 2015, EC.

[29]  Tim Roughgarden,et al.  Simple versus optimal mechanisms , 2009, SECO.

[30]  Paul Dütting,et al.  Prophet Inequalities Made Easy: Stochastic Optimization by Pricing Non-Stochastic Inputs , 2016, 2017 IEEE 58th Annual Symposium on Foundations of Computer Science (FOCS).

[31]  H. Varian,et al.  The VCG Auction in Theory and Practice , 2014 .

[32]  Tim Roughgarden,et al.  Modularity and greed in double auctions , 2017, Games Econ. Behav..

[33]  Paul Dütting,et al.  Algorithms as Mechanisms: The Price of Anarchy of Relax-and-Round , 2015, EC.

[34]  Tim Roughgarden,et al.  Welfare guarantees for combinatorial auctions with item bidding , 2011, SODA '11.

[35]  Ilya Segal,et al.  Deferred-acceptance auctions and radio spectrum reallocation , 2014, EC.

[36]  Paul Milgrom,et al.  Simplified mechanisms with an application to sponsored-search auctions , 2010, Games Econ. Behav..

[37]  Michal Feldman,et al.  Combinatorial Auctions via Posted Prices , 2014, SODA.

[38]  G. Box Science and Statistics , 1976 .

[39]  Stephen Morris,et al.  First Price Auctions with General Information Structures: Implications for Bidding and Revenue , 2017 .

[40]  Paul Dütting,et al.  Simplicity-expressiveness tradeoffs in mechanism design , 2011, EC '11.

[41]  Stephen Morris,et al.  An Introduction to Robust Mechanism Design , 2013, Found. Trends Microeconomics.

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

[43]  Annamária Kovács,et al.  Bayesian Combinatorial Auctions , 2008, ICALP.

[44]  Lawrence M. Ausubel,et al.  The Lovely but Lonely Vickrey Auction , 2004 .

[45]  Joaquin Quiñonero Candela,et al.  Web-Scale Bayesian Click-Through rate Prediction for Sponsored Search Advertising in Microsoft's Bing Search Engine , 2010, ICML.

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

[47]  Michal Feldman,et al.  Simultaneous auctions are (almost) efficient , 2012, STOC '13.

[48]  Jason D. Hartline,et al.  Multi-parameter mechanism design and sequential posted pricing , 2009, STOC '10.

[49]  Andrew Chi-Chih Yao,et al.  An n-to-1 Bidder Reduction for Multi-item Auctions and its Applications , 2014, SODA.