Buying Data of Unknown Quality: Fisher Information Procurement Auctions

Yuchen Hu, Martin J. Wainwright, Stephen Bates

We study statistical parameter estimation in the setting of data markets. A buyer seeks to estimate a parameter based on samples that can be purchased from competing providers that…