Estimation of Standard Auction Models
@article{Cherapanamjeri2022EstimationOS, title={Estimation of Standard Auction Models}, author={Yeshwanth Cherapanamjeri and Constantinos Daskalakis and Andrew Ilyas and Manolis Zampetakis}, journal={Proceedings of the 23rd ACM Conference on Economics and Computation}, year={2022} }
We provide efficient estimation methods for first- and second-price auctions under independent (asymmetric) private values and partial observability. Given a finite set of observations, each comprising the identity of the winner and the price they paid in a sequence of identical auctions, we provide algorithms for non-parametrically estimating the bid distribution of each bidder, as well as their value distributions under equilibrium assumptions. We provide finite-sample estimation bounds which…
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