Buying Data of Unknown Quality: Statistical Information Procurement Auctions

Yuchen Hu, Martin J. Wainwright, Stephen Bates

We study statistical parameter estimation in the setting of data markets when providers differ in both provision costs and estimation-relevant data quality. We define a cost-per-in…