Complexity of Efficiency-Revenue Trade-offs in Bayesian Auctions

When agents with independent priors bid for a single item, Myerson’s optimal auction maximizes expected revenue, whereas Vickrey’s second-price auction optimizes social welfare. We address the natural question of trade-offs, auctions that optimize revenue without losing too much welfare, say. If one allows for randomized mechanisms, it is easy to see that there are polynomial-time mechanisms that achieve any point in the trade-off (the Pareto curve) between revenue and welfare. We ask the question of whether one can achieve the same guarantees using deterministic mechanisms. We provide a negative answer to this question by showing that this is a weakly NP-hard problem. On the positive side, we provide polynomial-time deterministic mechanisms that approximate with arbitrary precision any point of the trade-off between these two fundamental objectives for the case of two bidders, even when the valuations are correlated arbitrarily. The major problem left open by our work is whether there is such an algorithm for independent valuation distributions and three or more bidders.

[1]  Tim Roughgarden,et al.  From convex optimization to randomized mechanisms: toward optimal combinatorial auctions , 2011, STOC.

[2]  Jan Vondrák,et al.  Multi-budgeted matchings and matroid intersection via dependent rounding , 2011, SODA '11.

[3]  Shahar Dobzinski,et al.  Optimal auctions with correlated bidders are easy , 2010, STOC.

[4]  Shahar Dobzinski An impossibility result for truthful combinatorial auctions with submodular valuations , 2010, STOC '11.

[5]  Christos H. Papadimitriou,et al.  On optimal single-item auctions , 2010, STOC '11.

[6]  Tim Roughgarden,et al.  Algorithmic Game Theory , 2007 .

[7]  Bruce E. Hajek,et al.  Efficiency loss in revenue optimal auctions , 2010, 49th IEEE Conference on Decision and Control (CDC).

[8]  Carmine Ventre,et al.  Utilitarian mechanism design for multi-objective optimization , 2010, SODA '10.

[9]  Mihalis Yannakakis,et al.  How good is the Chord algorithm? , 2010, SODA '10.

[10]  Shang-Hua Teng,et al.  Smoothed Analysis of Multiobjective Optimization , 2009, 2009 50th Annual IEEE Symposium on Foundations of Computer Science.

[11]  Mohit Singh,et al.  Iterative Rounding for Multi-Objective Optimization Problems , 2009, ESA.

[12]  Mihalis Yannakakis,et al.  Small Approximate Pareto Sets for Biobjective Shortest Paths and Other Problems , 2009, SIAM J. Comput..

[13]  Gagan Goel,et al.  Efficiency of (revenue-)optimal mechanisms , 2009, EC '09.

[14]  Evdokia Nikolova Strategic algorithms , 2009 .

[15]  Mihalis Yannakakis,et al.  Succinct approximate convex pareto curves , 2008, SODA '08.

[16]  T. Roughgarden,et al.  Is Efficiency Expensive , 2007 .

[17]  Matthias Ehrgott,et al.  Multicriteria Optimization , 2005 .

[18]  Matthias Ehrgott,et al.  Multiple criteria decision analysis: state of the art surveys , 2005 .

[19]  Sergei Vassilvitskii,et al.  Efficiently computing succinct trade-off curves , 2005, Theor. Comput. Sci..

[20]  Tuomas Sandholm,et al.  Mechanism for optimally trading off revenue and efficiency in multi-unit auctions , 2004, EC '04.

[21]  Zvika Neeman The effectiveness of English auctions , 2003, Games Econ. Behav..

[22]  Mihalis Yannakakis,et al.  Approximation of Multiobjective Optimization Problems , 2001, WADS.

[23]  Mihalis Yannakakis,et al.  On the approximability of trade-offs and optimal access of Web sources , 2000, Proceedings 41st Annual Symposium on Foundations of Computer Science.

[24]  M. Armstrong Optimal Multi-Object Auctions , 2000 .

[25]  Xavier Gandibleux,et al.  An Annotated Bibliography of Multiobjective Combinatorial Optimization , 2000 .

[26]  Kaisa Miettinen,et al.  Nonlinear multiobjective optimization , 1998, International series in operations research and management science.

[27]  S French,et al.  Multicriteria Analysis , 1998, J. Oper. Res. Soc..

[28]  C. R. Traas,et al.  On convexity of planar curves and its application in CAGD , 1997, Comput. Aided Geom. Des..

[29]  Vijay V. Vazirani,et al.  Matching is as easy as matrix inversion , 1987, STOC.

[30]  Mihalis Yannakakis,et al.  A Note on Succinct Representations of Graphs , 1986, Inf. Control..

[31]  Avi Wigderson,et al.  Succinct Representations of Graphs , 1984, Inf. Control..

[32]  M. Satterthwaite,et al.  Efficient Mechanisms for Bilateral Trading , 1983 .

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