Low-Cost Learning via Active Data Procurement

Jacob Abernethy, Yiling Chen, Chien-Ju Ho +1

We design mechanisms for online procurement of data held by strategic agents for machine learning tasks. The challenge is to use past data to actively price future data and give le…