# 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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## 30 References

### Optimal Nonparametric Estimation of First-price Auctions

- Economics, Mathematics
- 2000

This paper proposes a general approach and a computationally convenient estimation procedure for the structural analysis of auctioni data. Considering first-price sealed-bid auction models within the…

### Identification of Standard Auction Models

- Economics
- 2000

A general specification of the latent demand and information structure, nesting both private values and common values models, and allowing correlated types as well as ex ante asymmetry is considered.

### Large sample properties for estimators based on the order statistics approach in auctions

- Mathematics, Economics
- 2013

For symmetric auctions, there is a close relationship between distributions of or- der statistics of bidders’ valuations and observable bids that is often used to esti- mate or bound the valuation…

### Estimating Auction Models from Transaction Prices with Extreme Value Theory

- Economics, Mathematics
- 2011

In this paper we reexamine some results recently appeared in the empirical auction literature: we show that, when only transaction prices are observed (Athey-Haile,(2002)), the distribution of…

### ECONOMETRICS OF FIRST-PRICE AUCTIONS

- Economics
- 1995

This paper proposes a convenient estimation method for the empirical study of auction models. The authors focus on first-price sealed-bid and descending auctions within the private value paradigm.…

### Identification of first-price auctions with non-separable unobserved heterogeneity

- Economics, Mathematics
- 2013

### Identification of auctions with incomplete bid data in the presence of unobserved heterogeneity

- Economics
- 2017

This paper derives novel nonparametric identification results for auction models with incomplete bid data and finite unobserved heterogeneity (UH). By exploiting the Markov property of order…

### Identification and Estimation of Auction Models with Unobserved Heterogeneity

- Economics, Mathematics
- 2011

In many procurement auctions, the bidders' unobserved costs depend both on a common shock and on idiosyncratic private information. Assuming a multiplicative structure, I derive sufficient conditions…

### Identification of Auction Models Using Order Statistics

- Economics, MathematicsSSRN Electronic Journal
- 2020

This paper studies the identification of auction models with unobserved heterogeneity (UH) using multiple order statistics of bids and shows that models with nonseparable finite UH is identifiable using three consecutive order statistics or two consecutive ones with an instrument.

### Nonparametric Tests for Common Values at First-Price Sealed-Bid Auctions

- Economics
- 2003

We develop tests for common values at first-price sealed-bid auctions. Our tests are nonparametric, require observation only of the bids submitted at each auction, and are based on the fact that the…