Low-Cost Learning via Active Data Procurement
Low-Cost Learning via Active Data Procurement
We design mechanisms for online procurement of data held by strategic agents for machine learning tasks. We study a model in which agents cannot fabricate data, but may lie about their cost of furnishing their data. The challenge is to use past data to actively price future data in order …