Algorithmic Information Disclosure in Optimal Auctions (2403.08145v1)
Abstract: This paper studies a joint design problem where a seller can design both the signal structures for the agents to learn their values, and the allocation and payment rules for selling the item. In his seminal work, Myerson (1981) shows how to design the optimal auction with exogenous signals. We show that the problem becomes NP-hard when the seller also has the ability to design the signal structures. Our main result is a polynomial-time approximation scheme (PTAS) for computing the optimal joint design with at most an $\epsilon$ multiplicative loss in expected revenue. Moreover, we show that in our joint design problem, the seller can significantly reduce the information rent of the agents by providing partial information, which ensures a revenue that is at least $1 - \frac{1}{e}$ of the optimal welfare for all valuation distributions.
- Correlation robust stochastic optimization. In Proceedings of the twenty-first annual ACM-SIAM symposium on Discrete Algorithms, pages 1087–1096. SIAM.
- On optimal ordering in the optimal stopping problem. In Proceedings of the 21st ACM Conference on Economics and Computation, pages 187–188.
- Efficient computation of optimal auctions via reduced forms. Mathematics of Operations Research, 44(3):1058–1086.
- Public signaling in bayesian ad auctions. In Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, pages 39–45.
- Targeting and signaling in ad auctions. In Proceedings of the Twenty-Ninth Annual ACM-SIAM Symposium on Discrete Algorithms, pages 2545–2563.
- The limits of price discrimination. American Economic Review, 105(3):921–957.
- Screening with persuasion. arXiv preprint arXiv:2212.03360.
- Optimal information disclosure in classic auctions. American Economic Review: Insights, 4(3):371–88.
- Information structures in optimal auctions. Journal of economic theory, 137(1):580–609.
- Border, K. C. (1991). Implementation of reduced form auctions: A geometric approach. Econometrica: Journal of the Econometric Society, pages 1175–1187.
- Optimal auction design with common values: An informationally robust approach. Econometrica, 89(3):1313–1360.
- Extreme value theorems for optimal multidimensional pricing. Games and Economic Behavior, 92:266–305.
- An algorithmic characterization of multi-dimensional mechanisms. In Proceedings of the forty-fourth annual ACM symposium on Theory of computing, pages 459–478.
- Optimal multi-dimensional mechanism design: Reducing revenue to welfare maximization. In 2012 IEEE 53rd Annual Symposium on Foundations of Computer Science, pages 130–139. IEEE.
- Reducing revenue to welfare maximization: Approximation algorithms and other generalizations. In Proceedings of the Twenty-Fourth Annual ACM-SIAM Symposium on Discrete Algorithms, pages 578–595. SIAM.
- Understanding incentives: Mechanism design becomes algorithm design. In 2013 IEEE 54th Annual Symposium on Foundations of Computer Science, pages 618–627. IEEE.
- Simple and nearly optimal multi-item auctions. In Proceedings of the Twenty-Fourth Annual ACM-SIAM Symposium on Discrete Algorithms, pages 564–577. SIAM.
- On the complexity of optimal lottery pricing and randomized mechanisms for a unit-demand buyer. SIAM Journal on Computing, 51(3):492–548.
- The complexity of optimal multidimensional pricing. In Proceedings of the twenty-fifth annual ACM-SIAM symposium on Discrete algorithms, pages 1319–1328. SIAM.
- Information design in optimal auctions. Journal of Economic Theory, 212:105710.
- Mixture selection, mechanism design, and signaling. In 2015 IEEE 56th Annual Symposium on Foundations of Computer Science, pages 1426–1445.
- Optimal mechanism design with endogenous principal learning. working paper.
- Full extraction of the surplus in bayesian and dominant strategy auctions. Econometrica: Journal of the Econometric Society, pages 1247–1257.
- Does information revelation improve revenue? In Proceedings of the 2016 ACM Conference on Economics and Computation, pages 233–250.
- Multi-dimensional screening: buyer-optimal learning and informational robustness. In Proceedings of the 22nd ACM Conference on Economics and Computation, pages 343–344.
- Algorithmic bayesian persuasion. In Proceedings of the forty-eighth annual ACM symposium on Theory of Computing, pages 412–425.
- Signaling schemes for revenue maximization. ACM Transactions on Economics and Computation (TEAC), 2(2):1–19.
- Optimal information disclosure in auctions and the handicap auction. The Review of Economic Studies, 74(3):705–731.
- Computers and intractability. A Guide to the.
- Pareto-improving segmentation of multiproduct markets. Journal of Political Economy, 131(6):000–000.
- Bayesian persuasion. American Economic Review, 101(6):2590–2615.
- Krähmer, D. (2020). Information disclosure and full surplus extraction in mechanism design. Journal of Economic Theory, 187:105020.
- Discriminatory information disclosure. American Economic Review, 107(11):3363–3385.
- Auctions with endogenous participation. Review of Economic Design, 5:71–89.
- Myerson, R. B. (1981). Optimal auction design. Mathematics of operations research, 6(1):58–73.
- ”Product partition” and related problems of scheduling and systems reliability: Computational complexity and approximation. European Journal of Operational Research, 207(2):601–604.
- On the complexity of dynamic mechanism design. In Proceedings of the twenty-seventh annual ACM-SIAM symposium on Discrete algorithms, pages 1458–1475. SIAM.
- Optimal information disclosure. Journal of political Economy, 118(5):949–987.
- Buyer-optimal learning and monopoly pricing. American Economic Review, 107(7):2072–2080.
- Smolin, A. (2023). Disclosure and pricing of attributes. The RAND Journal of Economics, to appear.
- On the complexity of sequential posted pricing. In Proceedings of the 19th International Conference on Autonomous Agents and MultiAgent Systems, pages 1521–1529.
- Xu, H. (2020). On the tractability of public persuasion with no externalities. In Proceedings of the Fourteenth Annual ACM-SIAM Symposium on Discrete Algorithms, pages 2708–2727. SIAM.
- Yan, Q. (2011). Mechanism design via correlation gap. In Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms, pages 710–719. SIAM.
- Optimal advertising for information products. In Proceedings of the 22nd ACM Conference on Economics and Computation, pages 888–906.
Sponsor
Paper Prompts
Sign up for free to create and run prompts on this paper using GPT-5.
Top Community Prompts
Collections
Sign up for free to add this paper to one or more collections.